├── .devcontainer └── devcontainer.json ├── .dockerignore ├── .gitignore ├── Dockerfile ├── LICENSE ├── README.md ├── api_server.py ├── app.py ├── assets ├── head.png ├── pattern.png └── preview.png ├── batch_process.py ├── docker-compose.yml ├── gradio_app.py ├── models ├── classification_model.pt └── segmentation_model.pt ├── packages.txt ├── requirements.txt └── util.py /.devcontainer/devcontainer.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "Python 3", 3 | // Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile 4 | "image": "mcr.microsoft.com/devcontainers/python:1-3.11-bullseye", 5 | "customizations": { 6 | "codespaces": { 7 | "openFiles": [ 8 | "README.md", 9 | "app.py" 10 | ] 11 | }, 12 | "vscode": { 13 | "settings": {}, 14 | "extensions": [ 15 | "ms-python.python", 16 | "ms-python.vscode-pylance" 17 | ] 18 | } 19 | }, 20 | "updateContentCommand": "[ -f packages.txt ] && sudo apt update && sudo apt upgrade -y && sudo xargs apt install -y 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. By contrast, 15 | the GNU General Public License is intended to guarantee your freedom to 16 | share and change all versions of a program--to make sure it remains free 17 | software for all its users. We, the Free Software Foundation, use the 18 | GNU General Public License for most of our software; it applies also to 19 | any other work released this way by its authors. You can apply it to 20 | your programs, too. 21 | 22 | When we speak of free software, we are referring to freedom, not 23 | price. Our General Public Licenses are designed to make sure that you 24 | have the freedom to distribute copies of free software (and charge for 25 | them if you wish), that you receive source code or can get it if you 26 | want it, that you can change the software or use pieces of it in new 27 | free programs, and that you know you can do these things. 28 | 29 | To protect your rights, we need to prevent others from denying you 30 | these rights or asking you to surrender the rights. Therefore, you have 31 | certain responsibilities if you distribute copies of the software, or if 32 | you modify it: responsibilities to respect the freedom of others. 33 | 34 | For example, if you distribute copies of such a program, whether 35 | gratis or for a fee, you must pass on to the recipients the same 36 | freedoms that you received. You must make sure that they, too, receive 37 | or can get the source code. And you must show them these terms so they 38 | know their rights. 39 | 40 | Developers that use the GNU GPL protect your rights with two steps: 41 | (1) assert copyright on the software, and (2) offer you this License 42 | giving you legal permission to copy, distribute and/or modify it. 43 | 44 | For the developers' and authors' protection, the GPL clearly explains 45 | that there is no warranty for this free software. For both users' and 46 | authors' sake, the GPL requires that modified versions be marked as 47 | changed, so that their problems will not be attributed erroneously to 48 | authors of previous versions. 49 | 50 | Some devices are designed to deny users access to install or run 51 | modified versions of the software inside them, although the manufacturer 52 | can do so. This is fundamentally incompatible with the aim of 53 | protecting users' freedom to change the software. The systematic 54 | pattern of such abuse occurs in the area of products for individuals to 55 | use, which is precisely where it is most unacceptable. Therefore, we 56 | have designed this version of the GPL to prohibit the practice for those 57 | products. If such problems arise substantially in other domains, we 58 | stand ready to extend this provision to those domains in future versions 59 | of the GPL, as needed to protect the freedom of users. 60 | 61 | Finally, every program is threatened constantly by software patents. 62 | States should not allow patents to restrict development and use of 63 | software on general-purpose computers, but in those that do, we wish to 64 | avoid the special danger that patents applied to a free program could 65 | make it effectively proprietary. To prevent this, the GPL assures that 66 | patents cannot be used to render the program non-free. 67 | 68 | The precise terms and conditions for copying, distribution and 69 | modification follow. 70 | 71 | TERMS AND CONDITIONS 72 | 73 | 0. Definitions. 74 | 75 | "This License" refers to version 3 of the GNU General Public License. 76 | 77 | "Copyright" also means copyright-like laws that apply to other kinds of 78 | works, such as semiconductor masks. 79 | 80 | "The Program" refers to any copyrightable work licensed under this 81 | License. Each licensee is addressed as "you". "Licensees" and 82 | "recipients" may be individuals or organizations. 83 | 84 | To "modify" a work means to copy from or adapt all or part of the work 85 | in a fashion requiring copyright permission, other than the making of an 86 | exact copy. The resulting work is called a "modified version" of the 87 | earlier work or a work "based on" the earlier work. 88 | 89 | A "covered work" means either the unmodified Program or a work based 90 | on the Program. 91 | 92 | To "propagate" a work means to do anything with it that, without 93 | permission, would make you directly or secondarily liable for 94 | infringement under applicable copyright law, except executing it on a 95 | computer or modifying a private copy. Propagation includes copying, 96 | distribution (with or without modification), making available to the 97 | public, and in some countries other activities as well. 98 | 99 | To "convey" a work means any kind of propagation that enables other 100 | parties to make or receive copies. Mere interaction with a user through 101 | a computer network, with no transfer of a copy, is not conveying. 102 | 103 | An interactive user interface displays "Appropriate Legal Notices" 104 | to the extent that it includes a convenient and prominently visible 105 | feature that (1) displays an appropriate copyright notice, and (2) 106 | tells the user that there is no warranty for the work (except to the 107 | extent that warranties are provided), that licensees may convey the 108 | work under this License, and how to view a copy of this License. If 109 | the interface presents a list of user commands or options, such as a 110 | menu, a prominent item in the list meets this criterion. 111 | 112 | 1. Source Code. 113 | 114 | The "source code" for a work means the preferred form of the work 115 | for making modifications to it. "Object code" means any non-source 116 | form of a work. 117 | 118 | A "Standard Interface" means an interface that either is an official 119 | standard defined by a recognized standards body, or, in the case of 120 | interfaces specified for a particular programming language, one that 121 | is widely used among developers working in that language. 122 | 123 | The "System Libraries" of an executable work include anything, other 124 | than the work as a whole, that (a) is included in the normal form of 125 | packaging a Major Component, but which is not part of that Major 126 | Component, and (b) serves only to enable use of the work with that 127 | Major Component, or to implement a Standard Interface for which an 128 | implementation is available to the public in source code form. A 129 | "Major Component", in this context, means a major essential component 130 | (kernel, window system, and so on) of the specific operating system 131 | (if any) on which the executable work runs, or a compiler used to 132 | produce the work, or an object code interpreter used to run it. 133 | 134 | The "Corresponding Source" for a work in object code form means all 135 | the source code needed to generate, install, and (for an executable 136 | work) run the object code and to modify the work, including scripts to 137 | control those activities. However, it does not include the work's 138 | System Libraries, or general-purpose tools or generally available free 139 | programs which are used unmodified in performing those activities but 140 | which are not part of the work. For example, Corresponding Source 141 | includes interface definition files associated with source files for 142 | the work, and the source code for shared libraries and dynamically 143 | linked subprograms that the work is specifically designed to require, 144 | such as by intimate data communication or control flow between those 145 | subprograms and other parts of the work. 146 | 147 | The Corresponding Source need not include anything that users 148 | can regenerate automatically from other parts of the Corresponding 149 | Source. 150 | 151 | The Corresponding Source for a work in source code form is that 152 | same work. 153 | 154 | 2. Basic Permissions. 155 | 156 | All rights granted under this License are granted for the term of 157 | copyright on the Program, and are irrevocable provided the stated 158 | conditions are met. This License explicitly affirms your unlimited 159 | permission to run the unmodified Program. The output from running a 160 | covered work is covered by this License only if the output, given its 161 | content, constitutes a covered work. This License acknowledges your 162 | rights of fair use or other equivalent, as provided by copyright law. 163 | 164 | You may make, run and propagate covered works that you do not 165 | convey, without conditions so long as your license otherwise remains 166 | in force. You may convey covered works to others for the sole purpose 167 | of having them make modifications exclusively for you, or provide you 168 | with facilities for running those works, provided that you comply with 169 | the terms of this License in conveying all material for which you do 170 | not control copyright. Those thus making or running the covered works 171 | for you must do so exclusively on your behalf, under your direction 172 | and control, on terms that prohibit them from making any copies of 173 | your copyrighted material outside their relationship with you. 174 | 175 | Conveying under any other circumstances is permitted solely under 176 | the conditions stated below. Sublicensing is not allowed; section 10 177 | makes it unnecessary. 178 | 179 | 3. Protecting Users' Legal Rights From Anti-Circumvention Law. 180 | 181 | No covered work shall be deemed part of an effective technological 182 | measure under any applicable law fulfilling obligations under article 183 | 11 of the WIPO copyright treaty adopted on 20 December 1996, or 184 | similar laws prohibiting or restricting circumvention of such 185 | measures. 186 | 187 | When you convey a covered work, you waive any legal power to forbid 188 | circumvention of technological measures to the extent such circumvention 189 | is effected by exercising rights under this License with respect to 190 | the covered work, and you disclaim any intention to limit operation or 191 | modification of the work as a means of enforcing, against the work's 192 | users, your or third parties' legal rights to forbid circumvention of 193 | technological measures. 194 | 195 | 4. Conveying Verbatim Copies. 196 | 197 | You may convey verbatim copies of the Program's source code as you 198 | receive it, in any medium, provided that you conspicuously and 199 | appropriately publish on each copy an appropriate copyright notice; 200 | keep intact all notices stating that this License and any 201 | non-permissive terms added in accord with section 7 apply to the code; 202 | keep intact all notices of the absence of any warranty; and give all 203 | recipients a copy of this License along with the Program. 204 | 205 | You may charge any price or no price for each copy that you convey, 206 | and you may offer support or warranty protection for a fee. 207 | 208 | 5. Conveying Modified Source Versions. 209 | 210 | You may convey a work based on the Program, or the modifications to 211 | produce it from the Program, in the form of source code under the 212 | terms of section 4, provided that you also meet all of these conditions: 213 | 214 | a) The work must carry prominent notices stating that you modified 215 | it, and giving a relevant date. 216 | 217 | b) The work must carry prominent notices stating that it is 218 | released under this License and any conditions added under section 219 | 7. This requirement modifies the requirement in section 4 to 220 | "keep intact all notices". 221 | 222 | c) You must license the entire work, as a whole, under this 223 | License to anyone who comes into possession of a copy. This 224 | License will therefore apply, along with any applicable section 7 225 | additional terms, to the whole of the work, and all its parts, 226 | regardless of how they are packaged. This License gives no 227 | permission to license the work in any other way, but it does not 228 | invalidate such permission if you have separately received it. 229 | 230 | d) If the work has interactive user interfaces, each must display 231 | Appropriate Legal Notices; however, if the Program has interactive 232 | interfaces that do not display Appropriate Legal Notices, your 233 | work need not make them do so. 234 | 235 | A compilation of a covered work with other separate and independent 236 | works, which are not by their nature extensions of the covered work, 237 | and which are not combined with it such as to form a larger program, 238 | in or on a volume of a storage or distribution medium, is called an 239 | "aggregate" if the compilation and its resulting copyright are not 240 | used to limit the access or legal rights of the compilation's users 241 | beyond what the individual works permit. Inclusion of a covered work 242 | in an aggregate does not cause this License to apply to the other 243 | parts of the aggregate. 244 | 245 | 6. Conveying Non-Source Forms. 246 | 247 | You may convey a covered work in object code form under the terms 248 | of sections 4 and 5, provided that you also convey the 249 | machine-readable Corresponding Source under the terms of this License, 250 | in one of these ways: 251 | 252 | a) Convey the object code in, or embodied in, a physical product 253 | (including a physical distribution medium), accompanied by the 254 | Corresponding Source fixed on a durable physical medium 255 | customarily used for software interchange. 256 | 257 | b) Convey the object code in, or embodied in, a physical product 258 | (including a physical distribution medium), accompanied by a 259 | written offer, valid for at least three years and valid for as 260 | long as you offer spare parts or customer support for that product 261 | model, to give anyone who possesses the object code either (1) a 262 | copy of the Corresponding Source for all the software in the 263 | product that is covered by this License, on a durable physical 264 | medium customarily used for software interchange, for a price no 265 | more than your reasonable cost of physically performing this 266 | conveying of source, or (2) access to copy the 267 | Corresponding Source from a network server at no charge. 268 | 269 | c) Convey individual copies of the object code with a copy of the 270 | written offer to provide the Corresponding Source. This 271 | alternative is allowed only occasionally and noncommercially, and 272 | only if you received the object code with such an offer, in accord 273 | with subsection 6b. 274 | 275 | d) Convey the object code by offering access from a designated 276 | place (gratis or for a charge), and offer equivalent access to the 277 | Corresponding Source in the same way through the same place at no 278 | further charge. You need not require recipients to copy the 279 | Corresponding Source along with the object code. If the place to 280 | copy the object code is a network server, the Corresponding Source 281 | may be on a different server (operated by you or a third party) 282 | that supports equivalent copying facilities, provided you maintain 283 | clear directions next to the object code saying where to find the 284 | Corresponding Source. Regardless of what server hosts the 285 | Corresponding Source, you remain obligated to ensure that it is 286 | available for as long as needed to satisfy these requirements. 287 | 288 | e) Convey the object code using peer-to-peer transmission, provided 289 | you inform other peers where the object code and Corresponding 290 | Source of the work are being offered to the general public at no 291 | charge under subsection 6d. 292 | 293 | A separable portion of the object code, whose source code is excluded 294 | from the Corresponding Source as a System Library, need not be 295 | included in conveying the object code work. 296 | 297 | A "User Product" is either (1) a "consumer product", which means any 298 | tangible personal property which is normally used for personal, family, 299 | or household purposes, or (2) anything designed or sold for incorporation 300 | into a dwelling. In determining whether a product is a consumer product, 301 | doubtful cases shall be resolved in favor of coverage. For a particular 302 | product received by a particular user, "normally used" refers to a 303 | typical or common use of that class of product, regardless of the status 304 | of the particular user or of the way in which the particular user 305 | actually uses, or expects or is expected to use, the product. A product 306 | is a consumer product regardless of whether the product has substantial 307 | commercial, industrial or non-consumer uses, unless such uses represent 308 | the only significant mode of use of the product. 309 | 310 | "Installation Information" for a User Product means any methods, 311 | procedures, authorization keys, or other information required to install 312 | and execute modified versions of a covered work in that User Product from 313 | a modified version of its Corresponding Source. The information must 314 | suffice to ensure that the continued functioning of the modified object 315 | code is in no case prevented or interfered with solely because 316 | modification has been made. 317 | 318 | If you convey an object code work under this section in, or with, or 319 | specifically for use in, a User Product, and the conveying occurs as 320 | part of a transaction in which the right of possession and use of the 321 | User Product is transferred to the recipient in perpetuity or for a 322 | fixed term (regardless of how the transaction is characterized), the 323 | Corresponding Source conveyed under this section must be accompanied 324 | by the Installation Information. But this requirement does not apply 325 | if neither you nor any third party retains the ability to install 326 | modified object code on the User Product (for example, the work has 327 | been installed in ROM). 328 | 329 | The requirement to provide Installation Information does not include a 330 | requirement to continue to provide support service, warranty, or updates 331 | for a work that has been modified or installed by the recipient, or for 332 | the User Product in which it has been modified or installed. Access to a 333 | network may be denied when the modification itself materially and 334 | adversely affects the operation of the network or violates the rules and 335 | protocols for communication across the network. 336 | 337 | Corresponding Source conveyed, and Installation Information provided, 338 | in accord with this section must be in a format that is publicly 339 | documented (and with an implementation available to the public in 340 | source code form), and must require no special password or key for 341 | unpacking, reading or copying. 342 | 343 | 7. Additional Terms. 344 | 345 | "Additional permissions" are terms that supplement the terms of this 346 | License by making exceptions from one or more of its conditions. 347 | Additional permissions that are applicable to the entire Program shall 348 | be treated as though they were included in this License, to the extent 349 | that they are valid under applicable law. If additional permissions 350 | apply only to part of the Program, that part may be used separately 351 | under those permissions, but the entire Program remains governed by 352 | this License without regard to the additional permissions. 353 | 354 | When you convey a copy of a covered work, you may at your option 355 | remove any additional permissions from that copy, or from any part of 356 | it. (Additional permissions may be written to require their own 357 | removal in certain cases when you modify the work.) You may place 358 | additional permissions on material, added by you to a covered work, 359 | for which you have or can give appropriate copyright permission. 360 | 361 | Notwithstanding any other provision of this License, for material you 362 | add to a covered work, you may (if authorized by the copyright holders of 363 | that material) supplement the terms of this License with terms: 364 | 365 | a) Disclaiming warranty or limiting liability differently from the 366 | terms of sections 15 and 16 of this License; or 367 | 368 | b) Requiring preservation of specified reasonable legal notices or 369 | author attributions in that material or in the Appropriate Legal 370 | Notices displayed by works containing it; or 371 | 372 | c) Prohibiting misrepresentation of the origin of that material, or 373 | requiring that modified versions of such material be marked in 374 | reasonable ways as different from the original version; or 375 | 376 | d) Limiting the use for publicity purposes of names of licensors or 377 | authors of the material; or 378 | 379 | e) Declining to grant rights under trademark law for use of some 380 | trade names, trademarks, or service marks; or 381 | 382 | f) Requiring indemnification of licensors and authors of that 383 | material by anyone who conveys the material (or modified versions of 384 | it) with contractual assumptions of liability to the recipient, for 385 | any liability that these contractual assumptions directly impose on 386 | those licensors and authors. 387 | 388 | All other non-permissive additional terms are considered "further 389 | restrictions" within the meaning of section 10. If the Program as you 390 | received it, or any part of it, contains a notice stating that it is 391 | governed by this License along with a term that is a further 392 | restriction, you may remove that term. If a license document contains 393 | a further restriction but permits relicensing or conveying under this 394 | License, you may add to a covered work material governed by the terms 395 | of that license document, provided that the further restriction does 396 | not survive such relicensing or conveying. 397 | 398 | If you add terms to a covered work in accord with this section, you 399 | must place, in the relevant source files, a statement of the 400 | additional terms that apply to those files, or a notice indicating 401 | where to find the applicable terms. 402 | 403 | Additional terms, permissive or non-permissive, may be stated in the 404 | form of a separately written license, or stated as exceptions; 405 | the above requirements apply either way. 406 | 407 | 8. Termination. 408 | 409 | You may not propagate or modify a covered work except as expressly 410 | provided under this License. Any attempt otherwise to propagate or 411 | modify it is void, and will automatically terminate your rights under 412 | this License (including any patent licenses granted under the third 413 | paragraph of section 11). 414 | 415 | However, if you cease all violation of this License, then your 416 | license from a particular copyright holder is reinstated (a) 417 | provisionally, unless and until the copyright holder explicitly and 418 | finally terminates your license, and (b) permanently, if the copyright 419 | holder fails to notify you of the violation by some reasonable means 420 | prior to 60 days after the cessation. 421 | 422 | Moreover, your license from a particular copyright holder is 423 | reinstated permanently if the copyright holder notifies you of the 424 | violation by some reasonable means, this is the first time you have 425 | received notice of violation of this License (for any work) from that 426 | copyright holder, and you cure the violation prior to 30 days after 427 | your receipt of the notice. 428 | 429 | Termination of your rights under this section does not terminate the 430 | licenses of parties who have received copies or rights from you under 431 | this License. If your rights have been terminated and not permanently 432 | reinstated, you do not qualify to receive new licenses for the same 433 | material under section 10. 434 | 435 | 9. Acceptance Not Required for Having Copies. 436 | 437 | You are not required to accept this License in order to receive or 438 | run a copy of the Program. Ancillary propagation of a covered work 439 | occurring solely as a consequence of using peer-to-peer transmission 440 | to receive a copy likewise does not require acceptance. However, 441 | nothing other than this License grants you permission to propagate or 442 | modify any covered work. These actions infringe copyright if you do 443 | not accept this License. Therefore, by modifying or propagating a 444 | covered work, you indicate your acceptance of this License to do so. 445 | 446 | 10. Automatic Licensing of Downstream Recipients. 447 | 448 | Each time you convey a covered work, the recipient automatically 449 | receives a license from the original licensors, to run, modify and 450 | propagate that work, subject to this License. You are not responsible 451 | for enforcing compliance by third parties with this License. 452 | 453 | An "entity transaction" is a transaction transferring control of an 454 | organization, or substantially all assets of one, or subdividing an 455 | organization, or merging organizations. If propagation of a covered 456 | work results from an entity transaction, each party to that 457 | transaction who receives a copy of the work also receives whatever 458 | licenses to the work the party's predecessor in interest had or could 459 | give under the previous paragraph, plus a right to possession of the 460 | Corresponding Source of the work from the predecessor in interest, if 461 | the predecessor has it or can get it with reasonable efforts. 462 | 463 | You may not impose any further restrictions on the exercise of the 464 | rights granted or affirmed under this License. For example, you may 465 | not impose a license fee, royalty, or other charge for exercise of 466 | rights granted under this License, and you may not initiate litigation 467 | (including a cross-claim or counterclaim in a lawsuit) alleging that 468 | any patent claim is infringed by making, using, selling, offering for 469 | sale, or importing the Program or any portion of it. 470 | 471 | 11. Patents. 472 | 473 | A "contributor" is a copyright holder who authorizes use under this 474 | License of the Program or a work on which the Program is based. The 475 | work thus licensed is called the contributor's "contributor version". 476 | 477 | A contributor's "essential patent claims" are all patent claims 478 | owned or controlled by the contributor, whether already acquired or 479 | hereafter acquired, that would be infringed by some manner, permitted 480 | by this License, of making, using, or selling its contributor version, 481 | but do not include claims that would be infringed only as a 482 | consequence of further modification of the contributor version. For 483 | purposes of this definition, "control" includes the right to grant 484 | patent sublicenses in a manner consistent with the requirements of 485 | this License. 486 | 487 | Each contributor grants you a non-exclusive, worldwide, royalty-free 488 | patent license under the contributor's essential patent claims, to 489 | make, use, sell, offer for sale, import and otherwise run, modify and 490 | propagate the contents of its contributor version. 491 | 492 | In the following three paragraphs, a "patent license" is any express 493 | agreement or commitment, however denominated, not to enforce a patent 494 | (such as an express permission to practice a patent or covenant not to 495 | sue for patent infringement). To "grant" such a patent license to a 496 | party means to make such an agreement or commitment not to enforce a 497 | patent against the party. 498 | 499 | If you convey a covered work, knowingly relying on a patent license, 500 | and the Corresponding Source of the work is not available for anyone 501 | to copy, free of charge and under the terms of this License, through a 502 | publicly available network server or other readily accessible means, 503 | then you must either (1) cause the Corresponding Source to be so 504 | available, or (2) arrange to deprive yourself of the benefit of the 505 | patent license for this particular work, or (3) arrange, in a manner 506 | consistent with the requirements of this License, to extend the patent 507 | license to downstream recipients. "Knowingly relying" means you have 508 | actual knowledge that, but for the patent license, your conveying the 509 | covered work in a country, or your recipient's use of the covered work 510 | in a country, would infringe one or more identifiable patents in that 511 | country that you have reason to believe are valid. 512 | 513 | If, pursuant to or in connection with a single transaction or 514 | arrangement, you convey, or propagate by procuring conveyance of, a 515 | covered work, and grant a patent license to some of the parties 516 | receiving the covered work authorizing them to use, propagate, modify 517 | or convey a specific copy of the covered work, then the patent license 518 | you grant is automatically extended to all recipients of the covered 519 | work and works based on it. 520 | 521 | A patent license is "discriminatory" if it does not include within 522 | the scope of its coverage, prohibits the exercise of, or is 523 | conditioned on the non-exercise of one or more of the rights that are 524 | specifically granted under this License. You may not convey a covered 525 | work if you are a party to an arrangement with a third party that is 526 | in the business of distributing software, under which you make payment 527 | to the third party based on the extent of your activity of conveying 528 | the work, and under which the third party grants, to any of the 529 | parties who would receive the covered work from you, a discriminatory 530 | patent license (a) in connection with copies of the covered work 531 | conveyed by you (or copies made from those copies), or (b) primarily 532 | for and in connection with specific products or compilations that 533 | contain the covered work, unless you entered into that arrangement, 534 | or that patent license was granted, prior to 28 March 2007. 535 | 536 | Nothing in this License shall be construed as excluding or limiting 537 | any implied license or other defenses to infringement that may 538 | otherwise be available to you under applicable patent law. 539 | 540 | 12. No Surrender of Others' Freedom. 541 | 542 | If conditions are imposed on you (whether by court order, agreement or 543 | otherwise) that contradict the conditions of this License, they do not 544 | excuse you from the conditions of this License. If you cannot convey a 545 | covered work so as to satisfy simultaneously your obligations under this 546 | License and any other pertinent obligations, then as a consequence you may 547 | not convey it at all. For example, if you agree to terms that obligate you 548 | to collect a royalty for further conveying from those to whom you convey 549 | the Program, the only way you could satisfy both those terms and this 550 | License would be to refrain entirely from conveying the Program. 551 | 552 | 13. Use with the GNU Affero General Public License. 553 | 554 | Notwithstanding any other provision of this License, you have 555 | permission to link or combine any covered work with a work licensed 556 | under version 3 of the GNU Affero General Public License into a single 557 | combined work, and to convey the resulting work. The terms of this 558 | License will continue to apply to the part which is the covered work, 559 | but the special requirements of the GNU Affero General Public License, 560 | section 13, concerning interaction through a network will apply to the 561 | combination as such. 562 | 563 | 14. Revised Versions of this License. 564 | 565 | The Free Software Foundation may publish revised and/or new versions of 566 | the GNU General Public License from time to time. Such new versions will 567 | be similar in spirit to the present version, but may differ in detail to 568 | address new problems or concerns. 569 | 570 | Each version is given a distinguishing version number. If the 571 | Program specifies that a certain numbered version of the GNU General 572 | Public License "or any later version" applies to it, you have the 573 | option of following the terms and conditions either of that numbered 574 | version or of any later version published by the Free Software 575 | Foundation. If the Program does not specify a version number of the 576 | GNU General Public License, you may choose any version ever published 577 | by the Free Software Foundation. 578 | 579 | If the Program specifies that a proxy can decide which future 580 | versions of the GNU General Public License can be used, that proxy's 581 | public statement of acceptance of a version permanently authorizes you 582 | to choose that version for the Program. 583 | 584 | Later license versions may give you additional or different 585 | permissions. However, no additional obligations are imposed on any 586 | author or copyright holder as a result of your choosing to follow a 587 | later version. 588 | 589 | 15. Disclaimer of Warranty. 590 | 591 | THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY 592 | APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT 593 | HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY 594 | OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, 595 | THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR 596 | PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM 597 | IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF 598 | ALL NECESSARY SERVICING, REPAIR OR CORRECTION. 599 | 600 | 16. Limitation of Liability. 601 | 602 | IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING 603 | WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS 604 | THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY 605 | GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE 606 | USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF 607 | DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD 608 | PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS), 609 | EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF 610 | SUCH DAMAGES. 611 | 612 | 17. Interpretation of Sections 15 and 16. 613 | 614 | If the disclaimer of warranty and limitation of liability provided 615 | above cannot be given local legal effect according to their terms, 616 | reviewing courts shall apply local law that most closely approximates 617 | an absolute waiver of all civil liability in connection with the 618 | Program, unless a warranty or assumption of liability accompanies a 619 | copy of the Program in return for a fee. 620 | 621 | END OF TERMS AND CONDITIONS 622 | 623 | How to Apply These Terms to Your New Programs 624 | 625 | If you develop a new program, and you want it to be of the greatest 626 | possible use to the public, the best way to achieve this is to make it 627 | free software which everyone can redistribute and change under these terms. 628 | 629 | To do so, attach the following notices to the program. It is safest 630 | to attach them to the start of each source file to most effectively 631 | state the exclusion of warranty; and each file should have at least 632 | the "copyright" line and a pointer to where the full notice is found. 633 | 634 | 635 | Copyright (C) 636 | 637 | This program is free software: you can redistribute it and/or modify 638 | it under the terms of the GNU General Public License as published by 639 | the Free Software Foundation, either version 3 of the License, or 640 | (at your option) any later version. 641 | 642 | This program is distributed in the hope that it will be useful, 643 | but WITHOUT ANY WARRANTY; without even the implied warranty of 644 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 645 | GNU General Public License for more details. 646 | 647 | You should have received a copy of the GNU General Public License 648 | along with this program. If not, see . 649 | 650 | Also add information on how to contact you by electronic and paper mail. 651 | 652 | If the program does terminal interaction, make it output a short 653 | notice like this when it starts in an interactive mode: 654 | 655 | Copyright (C) 656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. 657 | This is free software, and you are welcome to redistribute it 658 | under certain conditions; type `show c' for details. 659 | 660 | The hypothetical commands `show w' and `show c' should show the appropriate 661 | parts of the General Public License. Of course, your program's commands 662 | might be different; for a GUI interface, you would use an "about box". 663 | 664 | You should also get your employer (if you work as a programmer) or school, 665 | if any, to sign a "copyright disclaimer" for the program, if necessary. 666 | For more information on this, and how to apply and follow the GNU GPL, see 667 | . 668 | 669 | The GNU General Public License does not permit incorporating your program 670 | into proprietary programs. If your program is a subroutine library, you 671 | may consider it more useful to permit linking proprietary applications with 672 | the library. If this is what you want to do, use the GNU Lesser General 673 | Public License instead of this License. But first, please read 674 | . 675 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # AutoHajimiMosaic 2 | [![Hugging Face](https://img.shields.io/badge/Demo-%F0%9F%A4%97%20Hugging%20Face-blue)](https://huggingface.co/spaces/Frinkleko/auto-hajimi-mosaic) [![Streamlit](https://img.shields.io/badge/Demo-Streamlit-blue)](https://auto-hajimi-mosaic.streamlit.app/) 3 | 4 | 一款自动为你的色图进行哈基米马赛克处理的打码器😎 5 | 还在因为家里请不到高人，做不出哈基米打码图而感到难过么？想不想让朋友一觉起来听到，"你的图都被我用哈基米祝福了，不用谢"？本项目帮你自动化生成哈基米打码图😎。 6 | 7 | [马上开玩Demo!](https://auto-hajimi-mosaic.streamlit.app/) / [玩Huggingface上的Demo!](https://huggingface.co/spaces/Frinkleko/auto-hajimi-mosaic) 8 | 9 | ## 预览 10 | ![preview](./assets/preview.png) 11 | 12 | ## By Docker 13 | 14 | 使用 Docker 可以快速部署 Web UI 或 API 服务器。 15 | 16 | 1. Web UI 17 | 构建并运行 Web UI 到 8501 口: 18 | ```bash 19 | docker-compose up --build webui 20 | ``` 21 | 22 | 23 | 2. API Server 24 | 构建并运行 API 服务器到 8000 口: 25 | ```bash 26 | docker-compose up --build api 27 | ``` 28 | 示例请求: 29 | ```bash 30 | curl -X POST "http://localhost:8000/process" \ 31 | -F "file=@path/to/your/image.jpg" \ 32 | # 可选 33 | -F "pattern_image=@path/to/pattern.png" \ 34 | # 可选 35 | -F "head_image=@path/to/head.png" 36 | # 可选 (默认是png) 37 | -F "output_format=jpg" 38 | ``` 39 | 40 | ## 本地部署 41 | 42 | 用 pip 装个环境： 43 | 44 | ```bash 45 | pip install -r requirements.txt 46 | ``` 47 | 48 | 还可以去[`huggingface space`](https://huggingface.co/spaces/Frinkleko/auto-hajimi-mosaic/) fork 一下 space 开玩！ 49 | 50 | ### 使用 51 | 52 | ### Web UI 53 | 54 | 1. 运行 Streamlit 应用： 55 | ```bash 56 | streamlit run app.py 57 | ``` 58 | 2. 在浏览器中打开应用，上传图片进行处理。 59 | 60 | 也可以使用 `gradio` 61 | ```bash 62 | python gradio_app.py 63 | ``` 64 | 65 | ### 批量处理 66 | 67 | 1. 确保你的输入图像放在一个文件夹中。 68 | 2. 运行批量处理脚本： 69 | 70 | ```bash 71 | python batch_process.py path/to/input/folder path/to/output/folder --pattern_image path/to/pattern.png --head_image path/to/head.png [--recursive] 72 | ``` 73 | 74 | - `path/to/input/folder`: 输入图像文件夹路径。 75 | - `path/to/output/folder`: 输出处理后图像的文件夹路径。 76 | - `--pattern_image`: （可选）填充图案图片路径。 77 | - `--head_image`: （可选）覆盖头部图片路径。 78 | - `--recursive`: （可选）包含子文件夹中的图像。 79 | 80 | ## Todo&缺陷 81 | 82 | 1. 目前[模型](https://github.com/Forenche/nsfw_detector_annotator/tree/release)对已经进行打码处理，存在遮挡物的部分识别能力弱，也存在缺判的情况。虽然存在[NudeNet](https://github.com/notAI-tech/NudeNet)一类的优秀模型，但是并不支持mask只支持box。后续可以支持更强的模型或者使用SAM+Grounded的方式使用自然语言nsfw描述来获得mask, 然后对目前模型进行微调。#HelpWanted 83 | > 感谢Forenche的nsfw_detector_annotator项目，提供了一个很好的基础模型。 84 | 2. 目前填充方法采用仿射变化，和通过自由变化、打点、液化的方式比还不够神人。后续会支持更多自动化的填充方法。 85 | 3. 脱离streamlit，更加自由的interactive edit。对于1中可能漏掉的部分，之后可以写一个interactive edit的功能，允许用户手动拖拽旋转填充哈基米。这部分需要js。 86 | 87 | ## Issues&Contributions 88 | 现在的实现非常简单，欢迎大家提出处理失败的图片（全都发给我！！），或者提出更好的处理方法。也欢迎大家提交PR，添加更多的功能和处理方法。 89 | 90 | 就这样，我去给朋友的图打码了，886~ -------------------------------------------------------------------------------- /api_server.py: -------------------------------------------------------------------------------- 1 | from fastapi import FastAPI, UploadFile, File, HTTPException, Query 2 | from fastapi.responses import StreamingResponse 3 | import cv2 4 | from imagecodecs import imread 5 | from util import apply_mask, classify_image, load_models, segment_image, to_rgb, to_rgba 6 | import io 7 | 8 | app = FastAPI() 9 | 10 | # Initialize models once 11 | classification_model, segmentation_model = load_models() 12 | names = segmentation_model.names 13 | 14 | 15 | def hash_filename(filename): 16 | return str(hash(filename)) 17 | 18 | 19 | @app.post("/process/") 20 | async def process_image( 21 | file: UploadFile = File(...), 22 | pattern_image: UploadFile = None, 23 | head_image: UploadFile = None, 24 | output_format: str = Query("png", regex="^(png|jpg|jpeg)$"), 25 | ): 26 | default_pattern_image = to_rgba(imread("assets/pattern.png")) 27 | default_head_image = to_rgba(imread("assets/head.png")) 28 | 29 | pattern_image_data = ( 30 | to_rgba(imread(pattern_image.file.read())) 31 | if pattern_image 32 | else default_pattern_image 33 | ) 34 | head_image_data = ( 35 | to_rgba(imread(head_image.file.read())) if head_image else default_head_image 36 | ) 37 | 38 | image = to_rgb(imread(file.file.read())) 39 | image_bgr = cv2.cvtColor(image, cv2.COLOR_RGB2BGR) 40 | 41 | category = classify_image(image_bgr, classification_model) 42 | category_name = classification_model.names[category[0]] 43 | 44 | segmentation_results = segment_image(image_bgr, segmentation_model) 45 | masks = ( 46 | segmentation_results[0].masks.data.cpu().numpy() 47 | if hasattr(segmentation_results[0], "masks") 48 | else [] 49 | ) 50 | class_ids = ( 51 | segmentation_results[0].boxes.cls.cpu().numpy().astype(int) 52 | if hasattr(segmentation_results[0], "boxes") 53 | else [] 54 | ) 55 | 56 | mask_options = [names[class_id] for class_id in class_ids] 57 | 58 | if mask_options: 59 | image_with_fill = image.copy() 60 | for i, mask in enumerate(masks): 61 | if mask_options[i] in mask_options: 62 | image_with_fill = apply_mask( 63 | image_with_fill, mask, pattern_image_data, head_image_data 64 | ) 65 | image_with_fill = cv2.cvtColor(image_with_fill, cv2.COLOR_RGB2BGR) 66 | else: 67 | image_with_fill = cv2.cvtColor(image, cv2.COLOR_RGB2BGR) 68 | 69 | # Encode image in the specified format 70 | _, buffer = cv2.imencode(f".{output_format}", image_with_fill) 71 | image_io = io.BytesIO(buffer) 72 | image_io.seek(0) 73 | 74 | return StreamingResponse( 75 | image_io, 76 | media_type=f"image/{output_format}", 77 | headers={ 78 | "Content-Disposition": f"attachment; filename={hash_filename(file.filename)}.{output_format}", 79 | "X-Category": category_name, 80 | }, 81 | ) 82 | -------------------------------------------------------------------------------- /app.py: -------------------------------------------------------------------------------- 1 | import io 2 | 3 | import cv2 4 | import streamlit as st 5 | from imagecodecs import imagefileext, imread, imwrite 6 | 7 | from util import apply_mask, classify_image, load_models, segment_image, to_rgb, to_rgba 8 | 9 | classification_model, segmentation_model = load_models() 10 | names = segmentation_model.names 11 | 12 | 13 | def main(): 14 | support_ext = imagefileext() 15 | st.title("🐱自动哈基米打码机") 16 | st.write( 17 | "上传一张图片，哈基米会自动识别区域并且覆盖上去，你可以选择不遮挡一部分，然后就可以下载下来送给朋友了！[Source Code](https://github.com/frinkleko/AutoHajimiMosaic)" 18 | ) 19 | 20 | uploaded_file = st.file_uploader("Upload an image", type=None) 21 | 22 | # Check the file extension manually 23 | if uploaded_file is not None: 24 | file_extension = uploaded_file.name.split(".")[-1].lower() 25 | if file_extension in support_ext: 26 | pass 27 | else: 28 | st.error("Unsupported file format.") 29 | 30 | if uploaded_file is not None: 31 | image = to_rgb(imread(uploaded_file.read())) 32 | image_bgr = cv2.cvtColor(image, cv2.COLOR_RGB2BGR) 33 | 34 | # Classify the image 35 | category = classify_image(image_bgr, classification_model) 36 | category_name = classification_model.names[category[0]] 37 | 38 | # Segment the image 39 | segmentation_results = segment_image(image_bgr, segmentation_model) 40 | try: 41 | masks = segmentation_results[0].masks.data.cpu().numpy() 42 | class_ids = segmentation_results[0].boxes.cls.cpu().numpy().astype(int) 43 | except AttributeError: 44 | if category_name in ["porn", "hentai"]: 45 | st.warning("是色图！但是哈基米不知道遮哪里。坏😭") 46 | masks = [] 47 | class_ids = [] 48 | 49 | mask_options = [names[class_id] for class_id in class_ids] 50 | selected_masks = st.multiselect( 51 | "Select regions to mask", mask_options, default=mask_options 52 | ) 53 | 54 | pattern_image = imread("assets/pattern.png") 55 | default_head_image = to_rgba(imread("assets/head.png")) 56 | 57 | # Option to upload a custom head image 58 | use_custom_head = st.checkbox("使用你自己的哈基米") 59 | if use_custom_head: 60 | custom_head_file = st.file_uploader( 61 | "上传你的哈基米(推荐PNG with transparency)...", 62 | type=["png", "jpg", "jpeg"], 63 | ) 64 | if custom_head_file is not None: 65 | head_image = to_rgba(imread(custom_head_file.read())) 66 | else: 67 | head_image = default_head_image 68 | else: 69 | head_image = default_head_image 70 | 71 | if selected_masks: 72 | image_with_fill = image.copy() 73 | for i, mask in enumerate(masks): 74 | if mask_options[i] in selected_masks: 75 | image_with_fill = apply_mask( 76 | image_with_fill, mask, pattern_image, head_image 77 | ) 78 | 79 | # Layout adjustment 80 | col1, col2 = st.columns(2, gap="small") 81 | with col1: 82 | st.image(image, caption="原图", use_container_width=True) 83 | with col2: 84 | st.image(image_with_fill, caption="哈基米图", use_container_width=True) 85 | 86 | # Format selection and download button 87 | col1, col2 = st.columns([1, 2]) 88 | with col1: 89 | format_option = st.radio("选择下载格式", ("png", "jpeg"), index=0) 90 | with col2: 91 | # Convert image to bytes for download based on selected format 92 | buf = io.BytesIO() 93 | imwrite(buf, image_with_fill, codec=format_option) 94 | byte_im = buf.getvalue() 95 | 96 | st.download_button( 97 | label="下载", 98 | data=byte_im, 99 | file_name=f"edited_image.{format_option}", 100 | mime=f"image/{format_option}", 101 | ) 102 | 103 | 104 | if __name__ == "__main__": 105 | main() 106 | -------------------------------------------------------------------------------- /assets/head.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/frinkleko/AutoHajimiMosaic/542ac20365e386ca028582dfd35e31cc5d40609e/assets/head.png -------------------------------------------------------------------------------- /assets/pattern.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/frinkleko/AutoHajimiMosaic/542ac20365e386ca028582dfd35e31cc5d40609e/assets/pattern.png -------------------------------------------------------------------------------- /assets/preview.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/frinkleko/AutoHajimiMosaic/542ac20365e386ca028582dfd35e31cc5d40609e/assets/preview.png -------------------------------------------------------------------------------- /batch_process.py: -------------------------------------------------------------------------------- 1 | import argparse 2 | import os 3 | from pathlib import Path 4 | 5 | import cv2 6 | from imagecodecs import imread, imwrite, imagefileext 7 | 8 | from util import apply_mask, classify_image, load_models, segment_image, to_rgb, to_rgba 9 | 10 | 11 | def process_images( 12 | input_folder, output_folder, pattern_image_path, head_image_path, recursive 13 | ): 14 | input_folder = Path(input_folder) 15 | output_folder = Path(output_folder) 16 | 17 | classification_model, segmentation_model = load_models() 18 | names = segmentation_model.names 19 | 20 | pattern_image = to_rgba(imread(pattern_image_path)) 21 | head_image = to_rgba(imread(head_image_path)) 22 | 23 | support_ext = imagefileext() 24 | 25 | # Use rglob if recursive is True, else use glob 26 | file_iterator = input_folder.rglob("*") if recursive else input_folder.glob("*") 27 | 28 | for file in file_iterator: 29 | if file.is_file() and file.suffix[1:].lower() in support_ext: 30 | image = to_rgb(imread(file)) 31 | image_bgr = cv2.cvtColor(image, cv2.COLOR_RGB2BGR) 32 | # Classify the image 33 | category = classify_image(image_bgr, classification_model) 34 | category_name = classification_model.names[category[0]] 35 | 36 | # Segment the image 37 | segmentation_results = segment_image(image_bgr, segmentation_model) 38 | try: 39 | masks = segmentation_results[0].masks.data.cpu().numpy() 40 | class_ids = segmentation_results[0].boxes.cls.cpu().numpy().astype(int) 41 | except AttributeError: 42 | if category_name in ["porn", "hentai"]: 43 | print( 44 | f"Warning: {file} is classified as sensitive content, but no mask was found." 45 | ) 46 | masks = [] 47 | class_ids = [] 48 | 49 | mask_options = [names[class_id] for class_id in class_ids] 50 | selected_masks = mask_options # Automatically select all masks 51 | 52 | if selected_masks: 53 | image_with_fill = image.copy() 54 | for i, mask in enumerate(masks): 55 | if mask_options[i] in selected_masks: 56 | image_with_fill = apply_mask( 57 | image_with_fill, mask, pattern_image, head_image 58 | ) 59 | 60 | # Save the processed image 61 | output_path = output_folder / file.relative_to(input_folder) 62 | output_path.parent.mkdir(parents=True, exist_ok=True) 63 | 64 | imwrite(output_path, image_with_fill) 65 | print(f"Processed and saved: {output_path}") 66 | 67 | 68 | if __name__ == "__main__": 69 | parser = argparse.ArgumentParser( 70 | description="Batch process images with YOLO models." 71 | ) 72 | parser.add_argument( 73 | "input_folder", type=str, help="Path to the input folder containing images." 74 | ) 75 | parser.add_argument( 76 | "output_folder", 77 | type=str, 78 | help="Path to the output folder to save processed images.", 79 | ) 80 | parser.add_argument( 81 | "--pattern_image", 82 | type=str, 83 | default="assets/pattern.png", 84 | help="Path to the pattern image.", 85 | ) 86 | parser.add_argument( 87 | "--head_image", 88 | type=str, 89 | default="assets/head.png", 90 | help="Path to the head image.", 91 | ) 92 | parser.add_argument( 93 | "--recursive", action="store_true", help="Include subfolders in processing." 94 | ) 95 | 96 | args = parser.parse_args() 97 | 98 | os.makedirs(args.output_folder, exist_ok=True) 99 | process_images( 100 | args.input_folder, 101 | args.output_folder, 102 | args.pattern_image, 103 | args.head_image, 104 | args.recursive, 105 | ) 106 | -------------------------------------------------------------------------------- /docker-compose.yml: -------------------------------------------------------------------------------- 1 | name: hajimi 2 | services: 3 | webui: 4 | build: . 5 | environment: 6 | - APP_MODE=webui 7 | ports: 8 | - "8501:8501" 9 | 10 | api: 11 | build: . 12 | environment: 13 | - APP_MODE=api 14 | ports: 15 | - "8000:8000" -------------------------------------------------------------------------------- /gradio_app.py: -------------------------------------------------------------------------------- 1 | import cv2 2 | import gradio as gr 3 | from imagecodecs import imread 4 | 5 | from util import apply_mask, classify_image, load_models, segment_image, to_rgb, to_rgba 6 | 7 | classification_model, segmentation_model = load_models() 8 | names = segmentation_model.names 9 | 10 | 11 | def process_image(uploaded_file, use_custom_head, custom_head_file=None): 12 | image = to_rgb(imread(uploaded_file)) 13 | image_bgr = cv2.cvtColor(image, cv2.COLOR_RGB2BGR) 14 | 15 | category = classify_image(image_bgr, classification_model) 16 | category_name = classification_model.names[category[0]] 17 | 18 | segmentation_results = segment_image(image_bgr, segmentation_model) 19 | try: 20 | masks = segmentation_results[0].masks.data.cpu().numpy() 21 | class_ids = segmentation_results[0].boxes.cls.cpu().numpy().astype(int) 22 | except AttributeError: 23 | if category_name in ["porn", "hentai"]: 24 | return "是色图！但是哈基米不知道遮哪里。坏😭", None 25 | masks = [] 26 | class_ids = [] 27 | 28 | mask_options = [names[class_id] for class_id in class_ids] 29 | 30 | pattern_image = imread("assets/pattern.png") 31 | default_head_image = to_rgba(imread("assets/head.png")) 32 | 33 | if use_custom_head and custom_head_file is not None: 34 | head_image = to_rgba(custom_head_file) 35 | else: 36 | head_image = default_head_image 37 | 38 | image_with_fill = image.copy() 39 | for i, mask in enumerate(masks): 40 | if mask_options[i] in mask_options: 41 | image_with_fill = apply_mask( 42 | image_with_fill, mask, pattern_image, head_image 43 | ) 44 | 45 | return image, image_with_fill 46 | 47 | 48 | def toggle_custom_head(use_custom_head): 49 | return gr.update(visible=use_custom_head) 50 | 51 | 52 | with gr.Blocks() as iface: 53 | gr.Markdown( 54 | "## 🐱自动哈基米打码机\n上传一张图片，哈基米会自动识别区域并且覆盖上去，你可以选择不遮挡一部分，然后就可以下载下来送给朋友了！[Source Code](https://github.com/frinkleko/AutoHajimiMosaic)" 55 | ) 56 | 57 | uploaded_file = gr.File(label="上传图片") 58 | use_custom_head = gr.Checkbox(label="使用你自己的哈基米", value=False) 59 | custom_head_file = gr.Image( 60 | type="numpy", label="上传你的哈基米(推荐PNG with transparency)", visible=False 61 | ) 62 | 63 | use_custom_head.change( 64 | toggle_custom_head, inputs=use_custom_head, outputs=custom_head_file 65 | ) 66 | 67 | submit_btn = gr.Button("Submit") 68 | 69 | with gr.Row(): 70 | original_output = gr.Image(type="numpy", label="原图") 71 | mosaic_output = gr.Image(type="numpy", label="哈基米图") 72 | 73 | submit_btn.click( 74 | process_image, 75 | inputs=[uploaded_file, use_custom_head, custom_head_file], 76 | outputs=[original_output, mosaic_output], 77 | ) 78 | 79 | iface.launch(share=True) 80 | -------------------------------------------------------------------------------- /models/classification_model.pt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/frinkleko/AutoHajimiMosaic/542ac20365e386ca028582dfd35e31cc5d40609e/models/classification_model.pt -------------------------------------------------------------------------------- /models/segmentation_model.pt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/frinkleko/AutoHajimiMosaic/542ac20365e386ca028582dfd35e31cc5d40609e/models/segmentation_model.pt -------------------------------------------------------------------------------- /packages.txt: -------------------------------------------------------------------------------- 1 | libgl1 2 | libglib2.0-0 3 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | opencv_python==4.10.0.84 2 | streamlit==1.41.1 3 | ultralytics==8.3.58 4 | imagecodecs>=2025.3.30 5 | fastapi -------------------------------------------------------------------------------- /util.py: -------------------------------------------------------------------------------- 1 | from ultralytics import YOLO 2 | from PIL import Image 3 | import numpy as np 4 | import cv2 5 | 6 | 7 | def load_models() -> tuple[YOLO, YOLO]: 8 | classification_model = YOLO("models/classification_model.pt") 9 | segmentation_model = YOLO("models/segmentation_model.pt") 10 | return classification_model, segmentation_model 11 | 12 | 13 | def classify_image(image, classification_model: YOLO): 14 | results = classification_model(image, verbose=True) 15 | category = results[0].probs.top5 16 | return category 17 | 18 | 19 | def segment_image(image, segmentation_model: YOLO): 20 | results = segmentation_model( 21 | image, agnostic_nms=True, retina_masks=True, verbose=True 22 | ) 23 | return results 24 | 25 | 26 | def tile_pattern(image_size, pattern_image): 27 | pattern_height, pattern_width = pattern_image.shape[:2] 28 | 29 | tiled_pattern = np.tile( 30 | pattern_image, 31 | (image_size[1] // pattern_height + 1, image_size[0] // pattern_width + 1, 1), 32 | ) 33 | 34 | return Image.fromarray(tiled_pattern[: image_size[1], : image_size[0]]) 35 | 36 | 37 | def apply_mask( 38 | image: np.ndarray, 39 | mask: np.ndarray, 40 | pattern_image: np.ndarray, 41 | head_image: np.ndarray, 42 | ) -> np.ndarray: 43 | mask_indices = np.argwhere(mask > 0) 44 | if mask_indices.size > 0: 45 | min_y, min_x = mask_indices.min(axis=0) 46 | max_y, max_x = mask_indices.max(axis=0) 47 | 48 | dst_points = np.array( 49 | [[min_x, min_y], [max_x, min_y], [max_x, max_y], [min_x, max_y]], 50 | dtype=np.float32, 51 | ) 52 | 53 | head_height, head_width = head_image.shape[:2] 54 | src_points = np.array( 55 | [[0, 0], [head_width, 0], [head_width, head_height], [0, head_height]], 56 | dtype=np.float32, 57 | ) 58 | 59 | matrix = cv2.getPerspectiveTransform(src_points, dst_points) 60 | transformed_head = cv2.warpPerspective( 61 | head_image, matrix, image.shape[:2][::-1] 62 | ) 63 | 64 | alpha_channel = (transformed_head[:, :, 3] / 255)[:, :, np.newaxis] 65 | image_with_head = ( 66 | alpha_channel * transformed_head[:, :, :3] + (1 - alpha_channel) * image 67 | ).astype(np.uint8) 68 | return image_with_head 69 | return image 70 | 71 | 72 | def to_rgb(image: np.ndarray) -> np.ndarray: 73 | if image.ndim == 2: # Gray 74 | image = cv2.cvtColor(image, cv2.COLOR_GRAY2RGB) 75 | elif image.ndim == 3 and image.shape[2] == 1: # Gray 76 | image = cv2.cvtColor(image, cv2.COLOR_GRAY2RGB) 77 | elif image.ndim == 3 and image.shape[2] == 4: # RGBA 78 | image = cv2.cvtColor(image, cv2.COLOR_RGBA2RGB) 79 | return image 80 | 81 | 82 | def to_rgba(image: np.ndarray) -> np.ndarray: 83 | if image.ndim == 2: # Gray 84 | image = cv2.cvtColor(image, cv2.COLOR_GRAY2RGBA) 85 | elif image.ndim == 3 and image.shape[2] == 1: # Gray 86 | image = cv2.cvtColor(image, cv2.COLOR_GRAY2RGBA) 87 | elif image.ndim == 3 and image.shape[2] == 3: # RGBA 88 | image = cv2.cvtColor(image, cv2.COLOR_RGB2RGBA) 89 | return image 90 | --------------------------------------------------------------------------------