├── .gitignore ├── CODE_OF_CONDUCT.md ├── LICENSE ├── OnnxRuntime.ResNet.Template.csproj ├── OnnxRuntime.ResNet.Template.sln ├── Program.cs ├── README.md ├── SECURITY.md ├── SUPPORT.md ├── data └── dog.jpeg ├── model └── resnet50v2.onnx └── utils ├── ImageHelper.cs ├── LabelMap.cs ├── ModelHelper.cs └── Prediction.cs /.gitignore: -------------------------------------------------------------------------------- 1 | ## Ignore Visual Studio temporary files, build results, and 2 | ## files generated by popular Visual Studio add-ons. 3 | ## 4 | ## Get latest from https://github.com/github/gitignore/blob/master/VisualStudio.gitignore 5 | 6 | # User-specific files 7 | *.rsuser 8 | *.suo 9 | *.user 10 | *.userosscache 11 | *.sln.docstates 12 | 13 | # User-specific files (MonoDevelop/Xamarin Studio) 14 | *.userprefs 15 | 16 | # Mono auto generated files 17 | mono_crash.* 18 | 19 | # Build results 20 | [Dd]ebug/ 21 | [Dd]ebugPublic/ 22 | [Rr]elease/ 23 | [Rr]eleases/ 24 | x64/ 25 | x86/ 26 | [Aa][Rr][Mm]/ 27 | [Aa][Rr][Mm]64/ 28 | bld/ 29 | [Bb]in/ 30 | [Oo]bj/ 31 | [Ll]og/ 32 | [Ll]ogs/ 33 | 34 | # Visual Studio 2015/2017 cache/options directory 35 | .vs/ 36 | # Uncomment if you have tasks that create the project's static files in wwwroot 37 | #wwwroot/ 38 | 39 | # Visual Studio 2017 auto generated files 40 | Generated\ Files/ 41 | 42 | # MSTest test Results 43 | [Tt]est[Rr]esult*/ 44 | [Bb]uild[Ll]og.* 45 | 46 | # NUnit 47 | *.VisualState.xml 48 | TestResult.xml 49 | nunit-*.xml 50 | 51 | # Build Results of an ATL Project 52 | [Dd]ebugPS/ 53 | [Rr]eleasePS/ 54 | dlldata.c 55 | 56 | # Benchmark Results 57 | BenchmarkDotNet.Artifacts/ 58 | 59 | # .NET Core 60 | project.lock.json 61 | project.fragment.lock.json 62 | artifacts/ 63 | 64 | # StyleCop 65 | StyleCopReport.xml 66 | 67 | # Files built by Visual Studio 68 | *_i.c 69 | *_p.c 70 | *_h.h 71 | *.ilk 72 | *.meta 73 | *.obj 74 | *.iobj 75 | *.pch 76 | *.pdb 77 | *.ipdb 78 | *.pgc 79 | *.pgd 80 | *.rsp 81 | *.sbr 82 | *.tlb 83 | *.tli 84 | *.tlh 85 | *.tmp 86 | *.tmp_proj 87 | *_wpftmp.csproj 88 | *.log 89 | *.vspscc 90 | *.vssscc 91 | .builds 92 | *.pidb 93 | *.svclog 94 | *.scc 95 | 96 | # Chutzpah Test files 97 | _Chutzpah* 98 | 99 | # Visual C++ cache files 100 | ipch/ 101 | *.aps 102 | *.ncb 103 | *.opendb 104 | *.opensdf 105 | *.sdf 106 | *.cachefile 107 | *.VC.db 108 | *.VC.VC.opendb 109 | 110 | # Visual Studio profiler 111 | *.psess 112 | *.vsp 113 | *.vspx 114 | *.sap 115 | 116 | # Visual Studio Trace Files 117 | *.e2e 118 | 119 | # TFS 2012 Local Workspace 120 | $tf/ 121 | 122 | # Guidance Automation Toolkit 123 | *.gpState 124 | 125 | # ReSharper is a .NET coding add-in 126 | _ReSharper*/ 127 | *.[Rr]e[Ss]harper 128 | *.DotSettings.user 129 | 130 | # TeamCity is a build add-in 131 | _TeamCity* 132 | 133 | # DotCover is a Code Coverage Tool 134 | *.dotCover 135 | 136 | # AxoCover is a Code Coverage Tool 137 | .axoCover/* 138 | !.axoCover/settings.json 139 | 140 | # Visual Studio code coverage results 141 | *.coverage 142 | *.coveragexml 143 | 144 | # NCrunch 145 | _NCrunch_* 146 | .*crunch*.local.xml 147 | nCrunchTemp_* 148 | 149 | # MightyMoose 150 | *.mm.* 151 | AutoTest.Net/ 152 | 153 | # Web workbench (sass) 154 | .sass-cache/ 155 | 156 | # Installshield output folder 157 | [Ee]xpress/ 158 | 159 | # DocProject is a documentation generator add-in 160 | DocProject/buildhelp/ 161 | DocProject/Help/*.HxT 162 | DocProject/Help/*.HxC 163 | DocProject/Help/*.hhc 164 | DocProject/Help/*.hhk 165 | DocProject/Help/*.hhp 166 | DocProject/Help/Html2 167 | DocProject/Help/html 168 | 169 | # Click-Once directory 170 | publish/ 171 | 172 | # Publish Web Output 173 | *.[Pp]ublish.xml 174 | *.azurePubxml 175 | # Note: Comment the next line if you want to checkin your web deploy settings, 176 | # but database connection strings (with potential passwords) will be unencrypted 177 | *.pubxml 178 | *.publishproj 179 | 180 | # Microsoft Azure Web App publish settings. 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IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE 22 | -------------------------------------------------------------------------------- /OnnxRuntime.ResNet.Template.csproj: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | Exe 5 | netcoreapp3.1 6 | 8.0 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | -------------------------------------------------------------------------------- /OnnxRuntime.ResNet.Template.sln: -------------------------------------------------------------------------------- 1 |  2 | Microsoft Visual Studio Solution File, Format Version 12.00 3 | # Visual Studio Version 16 4 | VisualStudioVersion = 16.0.810.9 5 | MinimumVisualStudioVersion = 10.0.40219.1 6 | Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "OnnxRuntime.ResNet.Template", "OnnxRuntime.ResNet.Template.csproj", "{6D2E6920-691F-4CDB-970F-324D8743BF8A}" 7 | EndProject 8 | Global 9 | GlobalSection(SolutionConfigurationPlatforms) = preSolution 10 | Debug|Any CPU = Debug|Any CPU 11 | Release|Any CPU = Release|Any CPU 12 | EndGlobalSection 13 | GlobalSection(ProjectConfigurationPlatforms) = postSolution 14 | {6D2E6920-691F-4CDB-970F-324D8743BF8A}.Debug|Any CPU.ActiveCfg = Debug|Any CPU 15 | {6D2E6920-691F-4CDB-970F-324D8743BF8A}.Debug|Any CPU.Build.0 = Debug|Any CPU 16 | {6D2E6920-691F-4CDB-970F-324D8743BF8A}.Release|Any CPU.ActiveCfg = Release|Any CPU 17 | {6D2E6920-691F-4CDB-970F-324D8743BF8A}.Release|Any CPU.Build.0 = Release|Any CPU 18 | EndGlobalSection 19 | GlobalSection(SolutionProperties) = preSolution 20 | HideSolutionNode = FALSE 21 | EndGlobalSection 22 | GlobalSection(ExtensibilityGlobals) = postSolution 23 | SolutionGuid = {B0A0513C-D336-4B4A-B22B-13429F23CA44} 24 | EndGlobalSection 25 | EndGlobal 26 | -------------------------------------------------------------------------------- /Program.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.ML.OnnxRuntime; 2 | using OnnxRuntime.ResNet.Template.utils; 3 | using System; 4 | using System.Collections.Generic; 5 | using System.Linq; 6 | 7 | namespace OnnxRuntime.ResNet.Template 8 | { 9 | class Program 10 | { 11 | public static void Main(string[] args) 12 | { 13 | // Read paths 14 | string modelFilePath = @"C:\code\onnxruntime-templates\onnxruntime-csharp-cv-template\model\resnet50v2.onnx"; 15 | string imageFilePath = @"C:\code\onnxruntime-templates\onnxruntime-csharp-cv-template\data\dog.jpeg"; 16 | 17 | var input = ImageHelper.GetImageTensorFromPath(imageFilePath); 18 | var top10 = ModelHelper.GetPredictions(input, modelFilePath); 19 | 20 | // Print results to console 21 | Console.WriteLine("Top 10 predictions for ResNet50 v2..."); 22 | Console.WriteLine("--------------------------------------------------------------"); 23 | foreach (var t in top10) 24 | { 25 | Console.WriteLine($"Label: {t.Label}, Confidence: {t.Confidence}"); 26 | } 27 | } 28 | } 29 | } 30 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | 2 | ## Contributing 3 | 4 | This project welcomes contributions and suggestions. Most contributions require you to agree to a 5 | Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us 6 | the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com. 7 | 8 | When you submit a pull request, a CLA bot will automatically determine whether you need to provide 9 | a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions 10 | provided by the bot. You will only need to do this once across all repos using our CLA. 11 | 12 | This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). 13 | For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or 14 | contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments. 15 | 16 | ## Trademarks 17 | 18 | This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft 19 | trademarks or logos is subject to and must follow 20 | [Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general). 21 | Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. 22 | Any use of third-party trademarks or logos are subject to those third-party's policies. 23 | -------------------------------------------------------------------------------- /SECURITY.md: -------------------------------------------------------------------------------- 1 | 2 | 3 | ## Security 4 | 5 | Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet), [Xamarin](https://github.com/xamarin), and [our GitHub organizations](https://opensource.microsoft.com/). 6 | 7 | If you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](https://docs.microsoft.com/en-us/previous-versions/tn-archive/cc751383(v=technet.10)), please report it to us as described below. 8 | 9 | ## Reporting Security Issues 10 | 11 | **Please do not report security vulnerabilities through public GitHub issues.** 12 | 13 | Instead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://msrc.microsoft.com/create-report). 14 | 15 | If you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com). If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://www.microsoft.com/en-us/msrc/pgp-key-msrc). 16 | 17 | You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://www.microsoft.com/msrc). 18 | 19 | Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue: 20 | 21 | * Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.) 22 | * Full paths of source file(s) related to the manifestation of the issue 23 | * The location of the affected source code (tag/branch/commit or direct URL) 24 | * Any special configuration required to reproduce the issue 25 | * Step-by-step instructions to reproduce the issue 26 | * Proof-of-concept or exploit code (if possible) 27 | * Impact of the issue, including how an attacker might exploit the issue 28 | 29 | This information will help us triage your report more quickly. 30 | 31 | If you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://microsoft.com/msrc/bounty) page for more details about our active programs. 32 | 33 | ## Preferred Languages 34 | 35 | We prefer all communications to be in English. 36 | 37 | ## Policy 38 | 39 | Microsoft follows the principle of [Coordinated Vulnerability Disclosure](https://www.microsoft.com/en-us/msrc/cvd). 40 | 41 | -------------------------------------------------------------------------------- /SUPPORT.md: -------------------------------------------------------------------------------- 1 | # TODO: The maintainer of this repo has not yet edited this file 2 | 3 | **REPO OWNER**: Do you want Customer Service & Support (CSS) support for this product/project? 4 | 5 | - **No CSS support:** Fill out this template with information about how to file issues and get help. 6 | - **Yes CSS support:** Fill out an intake form at [aka.ms/spot](https://aka.ms/spot). CSS will work with/help you to determine next steps. More details also available at [aka.ms/onboardsupport](https://aka.ms/onboardsupport). 7 | - **Not sure?** Fill out a SPOT intake as though the answer were "Yes". CSS will help you decide. 8 | 9 | *Then remove this first heading from this SUPPORT.MD file before publishing your repo.* 10 | 11 | # Support 12 | 13 | ## How to file issues and get help 14 | 15 | This project uses GitHub Issues to track bugs and feature requests. Please search the existing 16 | issues before filing new issues to avoid duplicates. For new issues, file your bug or 17 | feature request as a new Issue. 18 | 19 | For help and questions about using this project, please **REPO MAINTAINER: INSERT INSTRUCTIONS HERE 20 | FOR HOW TO ENGAGE REPO OWNERS OR COMMUNITY FOR HELP. COULD BE A STACK OVERFLOW TAG OR OTHER 21 | CHANNEL. WHERE WILL YOU HELP PEOPLE?**. 22 | 23 | ## Microsoft Support Policy 24 | 25 | Support for this **PROJECT or PRODUCT** is limited to the resources listed above. 26 | -------------------------------------------------------------------------------- /data/dog.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/onnxruntime-csharp-cv-template/6749cd4be039177301effb1e3958cf9814c70142/data/dog.jpeg -------------------------------------------------------------------------------- /model/resnet50v2.onnx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/onnxruntime-csharp-cv-template/6749cd4be039177301effb1e3958cf9814c70142/model/resnet50v2.onnx -------------------------------------------------------------------------------- /utils/ImageHelper.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.ML.OnnxRuntime.Tensors; 2 | using SixLabors.ImageSharp; 3 | using SixLabors.ImageSharp.PixelFormats; 4 | using SixLabors.ImageSharp.Processing; 5 | using System; 6 | using System.Collections.Generic; 7 | using System.Text; 8 | 9 | namespace OnnxRuntime.ResNet.Template 10 | { 11 | public static class ImageHelper 12 | { 13 | public static Tensor GetImageTensorFromPath(string imageFilePath, int imgWidth = 224, int imgHeight=224) 14 | { 15 | // Read image 16 | using Image image = Image.Load(imageFilePath); 17 | 18 | // Resize image 19 | image.Mutate(x => 20 | { 21 | x.Resize(new ResizeOptions 22 | { 23 | Size = new Size(imgWidth, imgHeight), 24 | Mode = ResizeMode.Crop 25 | }); 26 | }); 27 | 28 | // Preprocess image 29 | Tensor input = new DenseTensor(new[] { 1, 3, 224, 224 }); 30 | var mean = new[] { 0.485f, 0.456f, 0.406f }; 31 | var stddev = new[] { 0.229f, 0.224f, 0.225f }; 32 | for (int y = 0; y < image.Height; y++) 33 | { 34 | Span pixelSpan = image.GetPixelRowSpan(y); 35 | for (int x = 0; x < image.Width; x++) 36 | { 37 | input[0, 0, y, x] = ((pixelSpan[x].R / 255f) - mean[0]) / stddev[0]; 38 | input[0, 1, y, x] = ((pixelSpan[x].G / 255f) - mean[1]) / stddev[1]; 39 | input[0, 2, y, x] = ((pixelSpan[x].B / 255f) - mean[2]) / stddev[2]; 40 | } 41 | } 42 | 43 | return input; 44 | } 45 | } 46 | } 47 | -------------------------------------------------------------------------------- /utils/LabelMap.cs: -------------------------------------------------------------------------------- 1 | namespace OnnxRuntime.ResNet.Template 2 | { 3 | public class LabelMap 4 | { 5 | public static readonly string[] Labels = new[] {"tench", 6 | "goldfish", 7 | "great white shark", 8 | "tiger shark", 9 | "hammerhead shark", 10 | "electric ray", 11 | "stingray", 12 | "cock", 13 | "hen", 14 | "ostrich", 15 | "brambling", 16 | "goldfinch", 17 | "house finch", 18 | "junco", 19 | "indigo bunting", 20 | "American robin", 21 | "bulbul", 22 | "jay", 23 | "magpie", 24 | "chickadee", 25 | "American dipper", 26 | "kite", 27 | "bald eagle", 28 | "vulture", 29 | "great grey owl", 30 | "fire salamander", 31 | "smooth newt", 32 | "newt", 33 | "spotted salamander", 34 | "axolotl", 35 | "American bullfrog", 36 | "tree frog", 37 | "tailed frog", 38 | "loggerhead sea turtle", 39 | "leatherback sea turtle", 40 | "mud turtle", 41 | "terrapin", 42 | "box turtle", 43 | "banded gecko", 44 | "green iguana", 45 | "Carolina anole", 46 | "desert grassland whiptail lizard", 47 | "agama", 48 | "frilled-necked lizard", 49 | "alligator lizard", 50 | "Gila monster", 51 | "European green lizard", 52 | "chameleon", 53 | "Komodo dragon", 54 | "Nile crocodile", 55 | "American alligator", 56 | "triceratops", 57 | "worm snake", 58 | "ring-necked snake", 59 | "eastern hog-nosed snake", 60 | "smooth green snake", 61 | "kingsnake", 62 | "garter snake", 63 | "water snake", 64 | "vine snake", 65 | "night snake", 66 | "boa constrictor", 67 | "African rock python", 68 | "Indian cobra", 69 | "green mamba", 70 | "sea snake", 71 | "Saharan horned viper", 72 | "eastern diamondback rattlesnake", 73 | "sidewinder", 74 | "trilobite", 75 | "harvestman", 76 | "scorpion", 77 | "yellow garden spider", 78 | "barn spider", 79 | "European garden spider", 80 | "southern black widow", 81 | "tarantula", 82 | "wolf spider", 83 | "tick", 84 | "centipede", 85 | "black grouse", 86 | "ptarmigan", 87 | "ruffed grouse", 88 | "prairie grouse", 89 | "peacock", 90 | "quail", 91 | "partridge", 92 | "grey parrot", 93 | "macaw", 94 | "sulphur-crested cockatoo", 95 | "lorikeet", 96 | "coucal", 97 | "bee eater", 98 | "hornbill", 99 | "hummingbird", 100 | "jacamar", 101 | "toucan", 102 | "duck", 103 | "red-breasted merganser", 104 | "goose", 105 | "black swan", 106 | "tusker", 107 | "echidna", 108 | "platypus", 109 | "wallaby", 110 | "koala", 111 | "wombat", 112 | "jellyfish", 113 | "sea anemone", 114 | "brain coral", 115 | "flatworm", 116 | "nematode", 117 | "conch", 118 | "snail", 119 | "slug", 120 | "sea slug", 121 | "chiton", 122 | "chambered nautilus", 123 | "Dungeness crab", 124 | "rock crab", 125 | "fiddler crab", 126 | "red king crab", 127 | "American lobster", 128 | "spiny lobster", 129 | "crayfish", 130 | "hermit crab", 131 | "isopod", 132 | "white stork", 133 | "black stork", 134 | "spoonbill", 135 | "flamingo", 136 | "little blue heron", 137 | "great egret", 138 | "bittern", 139 | "crane (bird)", 140 | "limpkin", 141 | "common gallinule", 142 | "American coot", 143 | "bustard", 144 | "ruddy turnstone", 145 | "dunlin", 146 | "common redshank", 147 | "dowitcher", 148 | "oystercatcher", 149 | "pelican", 150 | "king penguin", 151 | "albatross", 152 | "grey whale", 153 | "killer whale", 154 | "dugong", 155 | "sea lion", 156 | "Chihuahua", 157 | "Japanese Chin", 158 | "Maltese", 159 | "Pekingese", 160 | "Shih Tzu", 161 | "King Charles Spaniel", 162 | "Papillon", 163 | "toy terrier", 164 | "Rhodesian Ridgeback", 165 | "Afghan Hound", 166 | "Basset Hound", 167 | "Beagle", 168 | "Bloodhound", 169 | "Bluetick Coonhound", 170 | "Black and Tan Coonhound", 171 | "Treeing Walker Coonhound", 172 | "English foxhound", 173 | "Redbone Coonhound", 174 | "borzoi", 175 | "Irish Wolfhound", 176 | "Italian Greyhound", 177 | "Whippet", 178 | "Ibizan Hound", 179 | "Norwegian Elkhound", 180 | "Otterhound", 181 | "Saluki", 182 | "Scottish Deerhound", 183 | "Weimaraner", 184 | "Staffordshire Bull Terrier", 185 | "American Staffordshire Terrier", 186 | "Bedlington Terrier", 187 | "Border Terrier", 188 | "Kerry Blue Terrier", 189 | "Irish Terrier", 190 | "Norfolk Terrier", 191 | "Norwich Terrier", 192 | "Yorkshire Terrier", 193 | "Wire Fox Terrier", 194 | "Lakeland Terrier", 195 | "Sealyham Terrier", 196 | "Airedale Terrier", 197 | "Cairn Terrier", 198 | "Australian Terrier", 199 | "Dandie Dinmont Terrier", 200 | "Boston Terrier", 201 | "Miniature Schnauzer", 202 | "Giant Schnauzer", 203 | "Standard Schnauzer", 204 | "Scottish Terrier", 205 | "Tibetan Terrier", 206 | "Australian Silky Terrier", 207 | "Soft-coated Wheaten Terrier", 208 | "West Highland White Terrier", 209 | "Lhasa Apso", 210 | "Flat-Coated Retriever", 211 | "Curly-coated Retriever", 212 | "Golden Retriever", 213 | "Labrador Retriever", 214 | "Chesapeake Bay Retriever", 215 | "German Shorthaired Pointer", 216 | "Vizsla", 217 | "English Setter", 218 | "Irish Setter", 219 | "Gordon Setter", 220 | "Brittany", 221 | "Clumber Spaniel", 222 | "English Springer Spaniel", 223 | "Welsh Springer Spaniel", 224 | "Cocker Spaniels", 225 | "Sussex Spaniel", 226 | "Irish Water Spaniel", 227 | "Kuvasz", 228 | "Schipperke", 229 | "Groenendael", 230 | "Malinois", 231 | "Briard", 232 | "Australian Kelpie", 233 | "Komondor", 234 | "Old English Sheepdog", 235 | "Shetland Sheepdog", 236 | "collie", 237 | "Border Collie", 238 | "Bouvier des Flandres", 239 | "Rottweiler", 240 | "German Shepherd Dog", 241 | "Dobermann", 242 | "Miniature Pinscher", 243 | "Greater Swiss Mountain Dog", 244 | "Bernese Mountain Dog", 245 | "Appenzeller Sennenhund", 246 | "Entlebucher Sennenhund", 247 | "Boxer", 248 | "Bullmastiff", 249 | "Tibetan Mastiff", 250 | "French Bulldog", 251 | "Great Dane", 252 | "St. Bernard", 253 | "husky", 254 | "Alaskan Malamute", 255 | "Siberian Husky", 256 | "Dalmatian", 257 | "Affenpinscher", 258 | "Basenji", 259 | "pug", 260 | "Leonberger", 261 | "Newfoundland", 262 | "Pyrenean Mountain Dog", 263 | "Samoyed", 264 | "Pomeranian", 265 | "Chow Chow", 266 | "Keeshond", 267 | "Griffon Bruxellois", 268 | "Pembroke Welsh Corgi", 269 | "Cardigan Welsh Corgi", 270 | "Toy Poodle", 271 | "Miniature Poodle", 272 | "Standard Poodle", 273 | "Mexican hairless dog", 274 | "grey wolf", 275 | "Alaskan tundra wolf", 276 | "red wolf", 277 | "coyote", 278 | "dingo", 279 | "dhole", 280 | "African wild dog", 281 | "hyena", 282 | "red fox", 283 | "kit fox", 284 | "Arctic fox", 285 | "grey fox", 286 | "tabby cat", 287 | "tiger cat", 288 | "Persian cat", 289 | "Siamese cat", 290 | "Egyptian Mau", 291 | "cougar", 292 | "lynx", 293 | "leopard", 294 | "snow leopard", 295 | "jaguar", 296 | "lion", 297 | "tiger", 298 | "cheetah", 299 | "brown bear", 300 | "American black bear", 301 | "polar bear", 302 | "sloth bear", 303 | "mongoose", 304 | "meerkat", 305 | "tiger beetle", 306 | "ladybug", 307 | "ground beetle", 308 | "longhorn beetle", 309 | "leaf beetle", 310 | "dung beetle", 311 | "rhinoceros beetle", 312 | "weevil", 313 | "fly", 314 | "bee", 315 | "ant", 316 | "grasshopper", 317 | "cricket", 318 | "stick insect", 319 | "cockroach", 320 | "mantis", 321 | "cicada", 322 | "leafhopper", 323 | "lacewing", 324 | "dragonfly", 325 | "damselfly", 326 | "red admiral", 327 | "ringlet", 328 | "monarch butterfly", 329 | "small white", 330 | "sulphur butterfly", 331 | "gossamer-winged butterfly", 332 | "starfish", 333 | "sea urchin", 334 | "sea cucumber", 335 | "cottontail rabbit", 336 | "hare", 337 | "Angora rabbit", 338 | "hamster", 339 | "porcupine", 340 | "fox squirrel", 341 | "marmot", 342 | "beaver", 343 | "guinea pig", 344 | "common sorrel", 345 | "zebra", 346 | "pig", 347 | "wild boar", 348 | "warthog", 349 | "hippopotamus", 350 | "ox", 351 | "water buffalo", 352 | "bison", 353 | "ram", 354 | "bighorn sheep", 355 | "Alpine ibex", 356 | "hartebeest", 357 | "impala", 358 | "gazelle", 359 | "dromedary", 360 | "llama", 361 | "weasel", 362 | "mink", 363 | "European polecat", 364 | "black-footed ferret", 365 | "otter", 366 | "skunk", 367 | "badger", 368 | "armadillo", 369 | "three-toed sloth", 370 | "orangutan", 371 | "gorilla", 372 | "chimpanzee", 373 | "gibbon", 374 | "siamang", 375 | "guenon", 376 | "patas monkey", 377 | "baboon", 378 | "macaque", 379 | "langur", 380 | "black-and-white colobus", 381 | "proboscis monkey", 382 | "marmoset", 383 | "white-headed capuchin", 384 | "howler monkey", 385 | "titi", 386 | "Geoffroy's spider monkey", 387 | "common squirrel monkey", 388 | "ring-tailed lemur", 389 | "indri", 390 | "Asian elephant", 391 | "African bush elephant", 392 | "red panda", 393 | "giant panda", 394 | "snoek", 395 | "eel", 396 | "coho salmon", 397 | "rock beauty", 398 | "clownfish", 399 | "sturgeon", 400 | "garfish", 401 | "lionfish", 402 | "pufferfish", 403 | "abacus", 404 | "abaya", 405 | "academic gown", 406 | "accordion", 407 | "acoustic guitar", 408 | "aircraft carrier", 409 | "airliner", 410 | "airship", 411 | "altar", 412 | "ambulance", 413 | "amphibious vehicle", 414 | "analog clock", 415 | "apiary", 416 | "apron", 417 | "waste container", 418 | "assault rifle", 419 | "backpack", 420 | "bakery", 421 | "balance beam", 422 | "balloon", 423 | "ballpoint pen", 424 | "Band-Aid", 425 | "banjo", 426 | "baluster", 427 | "barbell", 428 | "barber chair", 429 | "barbershop", 430 | "barn", 431 | "barometer", 432 | "barrel", 433 | "wheelbarrow", 434 | "baseball", 435 | "basketball", 436 | "bassinet", 437 | "bassoon", 438 | "swimming cap", 439 | "bath towel", 440 | "bathtub", 441 | "station wagon", 442 | "lighthouse", 443 | "beaker", 444 | "military cap", 445 | "beer bottle", 446 | "beer glass", 447 | "bell-cot", 448 | "bib", 449 | "tandem bicycle", 450 | "bikini", 451 | "ring binder", 452 | "binoculars", 453 | "birdhouse", 454 | "boathouse", 455 | "bobsleigh", 456 | "bolo tie", 457 | "poke bonnet", 458 | "bookcase", 459 | "bookstore", 460 | "bottle cap", 461 | "bow", 462 | "bow tie", 463 | "brass", 464 | "bra", 465 | "breakwater", 466 | "breastplate", 467 | "broom", 468 | "bucket", 469 | "buckle", 470 | "bulletproof vest", 471 | "high-speed train", 472 | "butcher shop", 473 | "taxicab", 474 | "cauldron", 475 | "candle", 476 | "cannon", 477 | "canoe", 478 | "can opener", 479 | "cardigan", 480 | "car mirror", 481 | "carousel", 482 | "tool kit", 483 | "carton", 484 | "car wheel", 485 | "automated teller machine", 486 | "cassette", 487 | "cassette player", 488 | "castle", 489 | "catamaran", 490 | "CD player", 491 | "cello", 492 | "mobile phone", 493 | "chain", 494 | "chain-link fence", 495 | "chain mail", 496 | "chainsaw", 497 | "chest", 498 | "chiffonier", 499 | "chime", 500 | "china cabinet", 501 | "Christmas stocking", 502 | "church", 503 | "movie theater", 504 | "cleaver", 505 | "cliff dwelling", 506 | "cloak", 507 | "clogs", 508 | "cocktail shaker", 509 | "coffee mug", 510 | "coffeemaker", 511 | "coil", 512 | "combination lock", 513 | "computer keyboard", 514 | "confectionery store", 515 | "container ship", 516 | "convertible", 517 | "corkscrew", 518 | "cornet", 519 | "cowboy boot", 520 | "cowboy hat", 521 | "cradle", 522 | "crane (machine)", 523 | "crash helmet", 524 | "crate", 525 | "infant bed", 526 | "Crock Pot", 527 | "croquet ball", 528 | "crutch", 529 | "cuirass", 530 | "dam", 531 | "desk", 532 | "desktop computer", 533 | "rotary dial telephone", 534 | "diaper", 535 | "digital clock", 536 | "digital watch", 537 | "dining table", 538 | "dishcloth", 539 | "dishwasher", 540 | "disc brake", 541 | "dock", 542 | "dog sled", 543 | "dome", 544 | "doormat", 545 | "drilling rig", 546 | "drum", 547 | "drumstick", 548 | "dumbbell", 549 | "Dutch oven", 550 | "electric fan", 551 | "electric guitar", 552 | "electric locomotive", 553 | "entertainment center", 554 | "envelope", 555 | "espresso machine", 556 | "face powder", 557 | "feather boa", 558 | "filing cabinet", 559 | "fireboat", 560 | "fire engine", 561 | "fire screen sheet", 562 | "flagpole", 563 | "flute", 564 | "folding chair", 565 | "football helmet", 566 | "forklift", 567 | "fountain", 568 | "fountain pen", 569 | "four-poster bed", 570 | "freight car", 571 | "French horn", 572 | "frying pan", 573 | "fur coat", 574 | "garbage truck", 575 | "gas mask", 576 | "gas pump", 577 | "goblet", 578 | "go-kart", 579 | "golf ball", 580 | "golf cart", 581 | "gondola", 582 | "gong", 583 | "gown", 584 | "grand piano", 585 | "greenhouse", 586 | "grille", 587 | "grocery store", 588 | "guillotine", 589 | "barrette", 590 | "hair spray", 591 | "half-track", 592 | "hammer", 593 | "hamper", 594 | "hair dryer", 595 | "hand-held computer", 596 | "handkerchief", 597 | "hard disk drive", 598 | "harmonica", 599 | "harp", 600 | "harvester", 601 | "hatchet", 602 | "holster", 603 | "home theater", 604 | "honeycomb", 605 | "hook", 606 | "hoop skirt", 607 | "horizontal bar", 608 | "horse-drawn vehicle", 609 | "hourglass", 610 | "iPod", 611 | "clothes iron", 612 | "jack-o'-lantern", 613 | "jeans", 614 | "jeep", 615 | "T-shirt", 616 | "jigsaw puzzle", 617 | "pulled rickshaw", 618 | "joystick", 619 | "kimono", 620 | "knee pad", 621 | "knot", 622 | "lab coat", 623 | "ladle", 624 | "lampshade", 625 | "laptop computer", 626 | "lawn mower", 627 | "lens cap", 628 | "paper knife", 629 | "library", 630 | "lifeboat", 631 | "lighter", 632 | "limousine", 633 | "ocean liner", 634 | "lipstick", 635 | "slip-on shoe", 636 | "lotion", 637 | "speaker", 638 | "loupe", 639 | "sawmill", 640 | "magnetic compass", 641 | "mail bag", 642 | "mailbox", 643 | "tights", 644 | "tank suit", 645 | "manhole cover", 646 | "maraca", 647 | "marimba", 648 | "mask", 649 | "match", 650 | "maypole", 651 | "maze", 652 | "measuring cup", 653 | "medicine chest", 654 | "megalith", 655 | "microphone", 656 | "microwave oven", 657 | "military uniform", 658 | "milk can", 659 | "minibus", 660 | "miniskirt", 661 | "minivan", 662 | "missile", 663 | "mitten", 664 | "mixing bowl", 665 | "mobile home", 666 | "Model T", 667 | "modem", 668 | "monastery", 669 | "monitor", 670 | "moped", 671 | "mortar", 672 | "square academic cap", 673 | "mosque", 674 | "mosquito net", 675 | "scooter", 676 | "mountain bike", 677 | "tent", 678 | "computer mouse", 679 | "mousetrap", 680 | "moving van", 681 | "muzzle", 682 | "nail", 683 | "neck brace", 684 | "necklace", 685 | "nipple", 686 | "notebook computer", 687 | "obelisk", 688 | "oboe", 689 | "ocarina", 690 | "odometer", 691 | "oil filter", 692 | "organ", 693 | "oscilloscope", 694 | "overskirt", 695 | "bullock cart", 696 | "oxygen mask", 697 | "packet", 698 | "paddle", 699 | "paddle wheel", 700 | "padlock", 701 | "paintbrush", 702 | "pajamas", 703 | "palace", 704 | "pan flute", 705 | "paper towel", 706 | "parachute", 707 | "parallel bars", 708 | "park bench", 709 | "parking meter", 710 | "passenger car", 711 | "patio", 712 | "payphone", 713 | "pedestal", 714 | "pencil case", 715 | "pencil sharpener", 716 | "perfume", 717 | "Petri dish", 718 | "photocopier", 719 | "plectrum", 720 | "Pickelhaube", 721 | "picket fence", 722 | "pickup truck", 723 | "pier", 724 | "piggy bank", 725 | "pill bottle", 726 | "pillow", 727 | "ping-pong ball", 728 | "pinwheel", 729 | "pirate ship", 730 | "pitcher", 731 | "hand plane", 732 | "planetarium", 733 | "plastic bag", 734 | "plate rack", 735 | "plow", 736 | "plunger", 737 | "Polaroid camera", 738 | "pole", 739 | "police van", 740 | "poncho", 741 | "billiard table", 742 | "soda bottle", 743 | "pot", 744 | "potter's wheel", 745 | "power drill", 746 | "prayer rug", 747 | "printer", 748 | "prison", 749 | "projectile", 750 | "projector", 751 | "hockey puck", 752 | "punching bag", 753 | "purse", 754 | "quill", 755 | "quilt", 756 | "race car", 757 | "racket", 758 | "radiator", 759 | "radio", 760 | "radio telescope", 761 | "rain barrel", 762 | "recreational vehicle", 763 | "reel", 764 | "reflex camera", 765 | "refrigerator", 766 | "remote control", 767 | "restaurant", 768 | "revolver", 769 | "rifle", 770 | "rocking chair", 771 | "rotisserie", 772 | "eraser", 773 | "rugby ball", 774 | "ruler", 775 | "running shoe", 776 | "safe", 777 | "safety pin", 778 | "salt shaker", 779 | "sandal", 780 | "sarong", 781 | "saxophone", 782 | "scabbard", 783 | "weighing scale", 784 | "school bus", 785 | "schooner", 786 | "scoreboard", 787 | "CRT screen", 788 | "screw", 789 | "screwdriver", 790 | "seat belt", 791 | "sewing machine", 792 | "shield", 793 | "shoe store", 794 | "shoji", 795 | "shopping basket", 796 | "shopping cart", 797 | "shovel", 798 | "shower cap", 799 | "shower curtain", 800 | "ski", 801 | "ski mask", 802 | "sleeping bag", 803 | "slide rule", 804 | "sliding door", 805 | "slot machine", 806 | "snorkel", 807 | "snowmobile", 808 | "snowplow", 809 | "soap dispenser", 810 | "soccer ball", 811 | "sock", 812 | "solar thermal collector", 813 | "sombrero", 814 | "soup bowl", 815 | "space bar", 816 | "space heater", 817 | "space shuttle", 818 | "spatula", 819 | "motorboat", 820 | "spider web", 821 | "spindle", 822 | "sports car", 823 | "spotlight", 824 | "stage", 825 | "steam locomotive", 826 | "through arch bridge", 827 | "steel drum", 828 | "stethoscope", 829 | "scarf", 830 | "stone wall", 831 | "stopwatch", 832 | "stove", 833 | "strainer", 834 | "tram", 835 | "stretcher", 836 | "couch", 837 | "stupa", 838 | "submarine", 839 | "suit", 840 | "sundial", 841 | "sunglass", 842 | "sunglasses", 843 | "sunscreen", 844 | "suspension bridge", 845 | "mop", 846 | "sweatshirt", 847 | "swimsuit", 848 | "swing", 849 | "switch", 850 | "syringe", 851 | "table lamp", 852 | "tank", 853 | "tape player", 854 | "teapot", 855 | "teddy bear", 856 | "television", 857 | "tennis ball", 858 | "thatched roof", 859 | "front curtain", 860 | "thimble", 861 | "threshing machine", 862 | "throne", 863 | "tile roof", 864 | "toaster", 865 | "tobacco shop", 866 | "toilet seat", 867 | "torch", 868 | "totem pole", 869 | "tow truck", 870 | "toy store", 871 | "tractor", 872 | "semi-trailer truck", 873 | "tray", 874 | "trench coat", 875 | "tricycle", 876 | "trimaran", 877 | "tripod", 878 | "triumphal arch", 879 | "trolleybus", 880 | "trombone", 881 | "tub", 882 | "turnstile", 883 | "typewriter keyboard", 884 | "umbrella", 885 | "unicycle", 886 | "upright piano", 887 | "vacuum cleaner", 888 | "vase", 889 | "vault", 890 | "velvet", 891 | "vending machine", 892 | "vestment", 893 | "viaduct", 894 | "violin", 895 | "volleyball", 896 | "waffle iron", 897 | "wall clock", 898 | "wallet", 899 | "wardrobe", 900 | "military aircraft", 901 | "sink", 902 | "washing machine", 903 | "water bottle", 904 | "water jug", 905 | "water tower", 906 | "whiskey jug", 907 | "whistle", 908 | "wig", 909 | "window screen", 910 | "window shade", 911 | "Windsor tie", 912 | "wine bottle", 913 | "wing", 914 | "wok", 915 | "wooden spoon", 916 | "wool", 917 | "split-rail fence", 918 | "shipwreck", 919 | "yawl", 920 | "yurt", 921 | "website", 922 | "comic book", 923 | "crossword", 924 | "traffic sign", 925 | "traffic light", 926 | "dust jacket", 927 | "menu", 928 | "plate", 929 | "guacamole", 930 | "consomme", 931 | "hot pot", 932 | "trifle", 933 | "ice cream", 934 | "ice pop", 935 | "baguette", 936 | "bagel", 937 | "pretzel", 938 | "cheeseburger", 939 | "hot dog", 940 | "mashed potato", 941 | "cabbage", 942 | "broccoli", 943 | "cauliflower", 944 | "zucchini", 945 | "spaghetti squash", 946 | "acorn squash", 947 | "butternut squash", 948 | "cucumber", 949 | "artichoke", 950 | "bell pepper", 951 | "cardoon", 952 | "mushroom", 953 | "Granny Smith", 954 | "strawberry", 955 | "orange", 956 | "lemon", 957 | "fig", 958 | "pineapple", 959 | "banana", 960 | "jackfruit", 961 | "custard apple", 962 | "pomegranate", 963 | "hay", 964 | "carbonara", 965 | "chocolate syrup", 966 | "dough", 967 | "meatloaf", 968 | "pizza", 969 | "pot pie", 970 | "burrito", 971 | "red wine", 972 | "espresso", 973 | "cup", 974 | "eggnog", 975 | "alp", 976 | "bubble", 977 | "cliff", 978 | "coral reef", 979 | "geyser", 980 | "lakeshore", 981 | "promontory", 982 | "shoal", 983 | "seashore", 984 | "valley", 985 | "volcano", 986 | "baseball player", 987 | "bridegroom", 988 | "scuba diver", 989 | "rapeseed", 990 | "daisy", 991 | "yellow lady's slipper", 992 | "corn", 993 | "acorn", 994 | "rose hip", 995 | "horse chestnut seed", 996 | "coral fungus", 997 | "agaric", 998 | "gyromitra", 999 | "stinkhorn mushroom", 1000 | "earth star", 1001 | "hen-of-the-woods", 1002 | "bolete", 1003 | "ear", 1004 | "toilet paper"}; 1005 | } 1006 | } -------------------------------------------------------------------------------- /utils/ModelHelper.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.ML.OnnxRuntime; 2 | using Microsoft.ML.OnnxRuntime.Tensors; 3 | using System; 4 | using System.Collections.Generic; 5 | using System.Linq; 6 | 7 | namespace OnnxRuntime.ResNet.Template.utils 8 | { 9 | public static class ModelHelper 10 | { 11 | public static List GetPredictions(Tensor input, string modelFilePath) 12 | { 13 | // Setup inputs 14 | var inputs = new List 15 | { 16 | NamedOnnxValue.CreateFromTensor("data", input) 17 | }; 18 | 19 | // Run inference 20 | var session = new InferenceSession(modelFilePath); 21 | var results = session.Run(inputs).First().AsEnumerable(); 22 | 23 | // Postprocess to get softmax vector 24 | float sum = results.Sum(x => (float)Math.Exp(x)); 25 | List softmax = results.Select(x => (float)Math.Exp(x) / sum).ToList(); 26 | 27 | // Extract top 10 predicted classes 28 | List top10 = softmax.Select((x, i) => new Prediction { Label = LabelMap.Labels[i], Confidence = x }) 29 | .OrderByDescending(x => x.Confidence) 30 | .Take(10).ToList(); 31 | return top10; 32 | 33 | } 34 | } 35 | } 36 | -------------------------------------------------------------------------------- /utils/Prediction.cs: -------------------------------------------------------------------------------- 1 | namespace OnnxRuntime.ResNet.Template 2 | { 3 | public class Prediction 4 | { 5 | public string Label { get; set; } 6 | public float Confidence { get; set; } 7 | } 8 | } --------------------------------------------------------------------------------