├── .gitignore ├── Assets ├── .DS_Store ├── Models.meta ├── Models │ ├── efficientnet-lite4-11.onnx │ ├── efficientnet-lite4-11.onnx.meta │ ├── emotion-ferplus-8.onnx │ ├── emotion-ferplus-8.onnx.meta │ ├── labels_map.txt │ └── labels_map.txt.meta ├── Scenes.meta ├── Scenes │ ├── main.unity │ └── main.unity.meta ├── Scripts.meta └── Scripts │ ├── .DS_Store │ ├── CameraView.cs │ ├── CameraView.cs.meta │ ├── Classification.cs │ ├── Classification.cs.meta │ ├── Emotions.cs │ ├── Emotions.cs.meta │ ├── Preprocess.cs │ └── Preprocess.cs.meta ├── Packages ├── manifest.json └── packages-lock.json └── ProjectSettings ├── AudioManager.asset ├── ClusterInputManager.asset ├── DynamicsManager.asset ├── EditorBuildSettings.asset ├── EditorSettings.asset ├── GraphicsSettings.asset ├── InputManager.asset ├── NavMeshAreas.asset ├── PackageManagerSettings.asset ├── Physics2DSettings.asset ├── PresetManager.asset ├── ProjectSettings.asset ├── ProjectVersion.txt ├── QualitySettings.asset ├── TagManager.asset ├── TimeManager.asset ├── UnityConnectSettings.asset ├── VFXManager.asset └── XRSettings.asset /.gitignore: -------------------------------------------------------------------------------- 1 | # This .gitignore file should be placed at the root of your Unity project directory 2 | # 3 | # Get latest from https://github.com/github/gitignore/blob/master/Unity.gitignore 4 | # 5 | /[Ll]ibrary/ 6 | /[Tt]emp/ 7 | /[Oo]bj/ 8 | /[Bb]uild/ 9 | /[Bb]uilds/ 10 | /[Ll]ogs/ 11 | /[Mm]emoryCaptures/ 12 | 13 | # Never ignore Asset meta data 14 | !/[Aa]ssets/**/*.meta 15 | 16 | # Uncomment this line if you wish to ignore the asset store tools plugin 17 | # /[Aa]ssets/AssetStoreTools* 18 | 19 | # Autogenerated Jetbrains Rider plugin 20 | [Aa]ssets/Plugins/Editor/JetBrains* 21 | 22 | # Visual Studio cache directory 23 | .vs/ 24 | 25 | # Gradle cache directory 26 | .gradle/ 27 | 28 | # Autogenerated VS/MD/Consulo solution and project files 29 | ExportedObj/ 30 | .consulo/ 31 | *.csproj 32 | *.unityproj 33 | *.sln 34 | *.suo 35 | *.tmp 36 | *.user 37 | *.userprefs 38 | *.pidb 39 | *.booproj 40 | *.svd 41 | *.pdb 42 | *.mdb 43 | *.opendb 44 | *.VC.db 45 | 46 | # Unity3D generated meta files 47 | *.pidb.meta 48 | *.pdb.meta 49 | *.mdb.meta 50 | 51 | # Unity3D generated file on crash reports 52 | sysinfo.txt 53 | 54 | # Builds 55 | *.apk 56 | *.unitypackage 57 | 58 | # Crashlytics generated file 59 | crashlytics-build.properties 60 | -------------------------------------------------------------------------------- /Assets/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Third-Aurora/Barracuda-Image-Classification/dd8af0cfe97b8cb223d8042f518810a84c84e5fb/Assets/.DS_Store -------------------------------------------------------------------------------- /Assets/Models.meta: -------------------------------------------------------------------------------- 1 | fileFormatVersion: 2 2 | guid: b17bb241017f442b4adcc888e7e85dde 3 | folderAsset: yes 4 | DefaultImporter: 5 | externalObjects: {} 6 | userData: 7 | assetBundleName: 8 | assetBundleVariant: 9 | -------------------------------------------------------------------------------- /Assets/Models/efficientnet-lite4-11.onnx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Third-Aurora/Barracuda-Image-Classification/dd8af0cfe97b8cb223d8042f518810a84c84e5fb/Assets/Models/efficientnet-lite4-11.onnx -------------------------------------------------------------------------------- /Assets/Models/efficientnet-lite4-11.onnx.meta: -------------------------------------------------------------------------------- 1 | fileFormatVersion: 2 2 | guid: 4945cc1831d3b4981925cc0baacd6c7a 3 | ScriptedImporter: 4 | internalIDToNameTable: [] 5 | externalObjects: {} 6 | serializedVersion: 2 7 | userData: 8 | assetBundleName: 9 | assetBundleVariant: 10 | script: {fileID: 11500000, guid: 683b6cb6d0a474744822c888b46772c9, type: 3} 11 | optimizeModel: 1 12 | forceArbitraryBatchSize: 1 13 | treatErrorsAsWarnings: 0 14 | -------------------------------------------------------------------------------- /Assets/Models/emotion-ferplus-8.onnx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Third-Aurora/Barracuda-Image-Classification/dd8af0cfe97b8cb223d8042f518810a84c84e5fb/Assets/Models/emotion-ferplus-8.onnx -------------------------------------------------------------------------------- /Assets/Models/emotion-ferplus-8.onnx.meta: -------------------------------------------------------------------------------- 1 | fileFormatVersion: 2 2 | guid: a2990e04d0e1c42d99fb4e37fa876cca 3 | ScriptedImporter: 4 | internalIDToNameTable: [] 5 | externalObjects: {} 6 | serializedVersion: 2 7 | userData: 8 | assetBundleName: 9 | assetBundleVariant: 10 | script: {fileID: 11500000, guid: 683b6cb6d0a474744822c888b46772c9, type: 3} 11 | optimizeModel: 1 12 | forceArbitraryBatchSize: 1 13 | treatErrorsAsWarnings: 0 14 | -------------------------------------------------------------------------------- /Assets/Models/labels_map.txt: -------------------------------------------------------------------------------- 1 | {"0": "tench, Tinca tinca", "1": "goldfish, Carassius auratus", "2": "great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias", "3": "tiger shark, Galeocerdo cuvieri", "4": "hammerhead, hammerhead shark", "5": "electric ray, crampfish, numbfish, torpedo", "6": "stingray", "7": "cock", "8": "hen", "9": "ostrich, Struthio camelus", "10": "brambling, Fringilla montifringilla", "11": "goldfinch, Carduelis carduelis", "12": "house finch, linnet, Carpodacus mexicanus", "13": "junco, snowbird", "14": "indigo bunting, indigo finch, indigo bird, Passerina cyanea", "15": "robin, American robin, Turdus migratorius", "16": "bulbul", "17": "jay", "18": "magpie", "19": "chickadee", "20": "water ouzel, dipper", "21": "kite", "22": "bald eagle, American eagle, Haliaeetus leucocephalus", "23": "vulture", "24": "great grey owl, great gray owl, Strix nebulosa", "25": "European fire salamander, Salamandra salamandra", "26": "common newt, Triturus vulgaris", "27": "eft", "28": "spotted salamander, Ambystoma maculatum", "29": "axolotl, mud puppy, Ambystoma mexicanum", "30": "bullfrog, Rana catesbeiana", "31": "tree frog, tree-frog", "32": "tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui", "33": "loggerhead, loggerhead turtle, Caretta caretta", "34": "leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea", "35": "mud turtle", "36": "terrapin", "37": "box turtle, box tortoise", "38": "banded gecko", "39": "common iguana, iguana, Iguana iguana", "40": "American chameleon, anole, Anolis carolinensis", "41": "whiptail, whiptail lizard", "42": "agama", "43": "frilled lizard, Chlamydosaurus kingi", "44": "alligator lizard", "45": "Gila monster, Heloderma suspectum", "46": "green lizard, Lacerta viridis", "47": "African chameleon, Chamaeleo chamaeleon", "48": "Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis", "49": "African crocodile, Nile crocodile, Crocodylus niloticus", "50": "American alligator, Alligator mississipiensis", "51": "triceratops", "52": "thunder snake, worm snake, Carphophis amoenus", "53": "ringneck snake, ring-necked snake, ring snake", "54": "hognose snake, puff adder, sand viper", "55": "green snake, grass snake", "56": "king snake, kingsnake", "57": "garter snake, grass snake", "58": "water snake", "59": "vine snake", "60": "night snake, Hypsiglena torquata", "61": "boa constrictor, Constrictor constrictor", "62": "rock python, rock snake, Python sebae", "63": "Indian cobra, Naja naja", "64": "green mamba", "65": "sea snake", "66": "horned viper, cerastes, sand viper, horned asp, Cerastes cornutus", "67": "diamondback, diamondback rattlesnake, Crotalus adamanteus", "68": "sidewinder, horned rattlesnake, Crotalus cerastes", "69": "trilobite", "70": "harvestman, daddy longlegs, Phalangium opilio", "71": "scorpion", "72": "black and gold garden spider, Argiope aurantia", "73": "barn spider, Araneus cavaticus", "74": "garden spider, Aranea diademata", "75": "black widow, Latrodectus mactans", "76": "tarantula", "77": "wolf spider, hunting spider", "78": "tick", "79": "centipede", "80": "black grouse", "81": "ptarmigan", "82": "ruffed grouse, partridge, Bonasa umbellus", "83": "prairie chicken, prairie grouse, prairie fowl", "84": "peacock", "85": "quail", "86": "partridge", "87": "African grey, African gray, Psittacus erithacus", "88": "macaw", "89": "sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita", "90": "lorikeet", "91": "coucal", "92": "bee eater", "93": "hornbill", "94": "hummingbird", "95": "jacamar", "96": "toucan", "97": "drake", "98": "red-breasted merganser, Mergus serrator", "99": "goose", "100": "black swan, Cygnus atratus", "101": "tusker", "102": "echidna, spiny anteater, anteater", "103": "platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus", "104": "wallaby, brush kangaroo", "105": "koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus", "106": "wombat", "107": "jellyfish", "108": "sea anemone, anemone", "109": "brain coral", "110": "flatworm, platyhelminth", "111": "nematode, nematode worm, roundworm", "112": "conch", "113": "snail", "114": "slug", "115": "sea slug, nudibranch", "116": "chiton, coat-of-mail shell, sea cradle, polyplacophore", "117": "chambered nautilus, pearly nautilus, nautilus", "118": "Dungeness crab, Cancer magister", "119": "rock crab, Cancer irroratus", "120": "fiddler crab", "121": "king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica", "122": "American lobster, Northern lobster, Maine lobster, Homarus americanus", "123": "spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish", "124": "crayfish, crawfish, crawdad, crawdaddy", "125": "hermit crab", "126": "isopod", "127": "white stork, Ciconia ciconia", "128": "black stork, Ciconia nigra", "129": "spoonbill", "130": "flamingo", "131": "little blue heron, Egretta caerulea", "132": "American egret, great white heron, Egretta albus", "133": "bittern", "134": "crane", "135": "limpkin, Aramus pictus", "136": "European gallinule, Porphyrio porphyrio", "137": "American coot, marsh hen, mud hen, water hen, Fulica americana", "138": "bustard", "139": "ruddy turnstone, Arenaria interpres", "140": "red-backed sandpiper, dunlin, Erolia alpina", "141": "redshank, Tringa totanus", "142": "dowitcher", "143": "oystercatcher, oyster catcher", "144": "pelican", "145": "king penguin, Aptenodytes patagonica", "146": "albatross, mollymawk", "147": "grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus", "148": "killer whale, killer, orca, grampus, sea wolf, Orcinus orca", "149": "dugong, Dugong dugon", "150": "sea lion", "151": "Chihuahua", "152": "Japanese spaniel", "153": "Maltese dog, Maltese terrier, Maltese", "154": "Pekinese, Pekingese, Peke", "155": "Shih-Tzu", "156": "Blenheim spaniel", "157": "papillon", "158": "toy terrier", "159": "Rhodesian ridgeback", "160": "Afghan hound, Afghan", "161": "basset, basset hound", "162": "beagle", "163": "bloodhound, sleuthhound", "164": "bluetick", "165": "black-and-tan coonhound", "166": "Walker hound, Walker foxhound", "167": "English foxhound", "168": "redbone", "169": "borzoi, Russian wolfhound", "170": "Irish wolfhound", "171": "Italian greyhound", "172": "whippet", "173": "Ibizan hound, Ibizan Podenco", "174": "Norwegian elkhound, elkhound", "175": "otterhound, otter hound", "176": "Saluki, gazelle hound", "177": "Scottish deerhound, deerhound", "178": "Weimaraner", "179": "Staffordshire bullterrier, Staffordshire bull terrier", "180": "American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier", "181": "Bedlington terrier", "182": "Border terrier", "183": "Kerry blue terrier", "184": "Irish terrier", "185": "Norfolk terrier", "186": "Norwich terrier", "187": "Yorkshire terrier", "188": "wire-haired fox terrier", "189": "Lakeland terrier", "190": "Sealyham terrier, Sealyham", "191": "Airedale, Airedale terrier", "192": "cairn, cairn terrier", "193": "Australian terrier", "194": "Dandie Dinmont, Dandie Dinmont terrier", "195": "Boston bull, Boston terrier", "196": "miniature schnauzer", "197": "giant schnauzer", "198": "standard schnauzer", "199": "Scotch terrier, Scottish terrier, Scottie", "200": "Tibetan terrier, chrysanthemum dog", "201": "silky terrier, Sydney silky", "202": "soft-coated wheaten terrier", "203": "West Highland white terrier", "204": "Lhasa, Lhasa apso", "205": "flat-coated retriever", "206": "curly-coated retriever", "207": "golden retriever", "208": "Labrador retriever", "209": "Chesapeake Bay retriever", "210": "German short-haired pointer", "211": "vizsla, Hungarian pointer", "212": "English setter", "213": "Irish setter, red setter", "214": "Gordon setter", "215": "Brittany spaniel", "216": "clumber, clumber spaniel", "217": "English springer, English springer spaniel", "218": "Welsh springer spaniel", "219": "cocker spaniel, English cocker spaniel, cocker", "220": "Sussex spaniel", "221": "Irish water spaniel", "222": "kuvasz", "223": "schipperke", "224": "groenendael", "225": "malinois", "226": "briard", "227": "kelpie", "228": "komondor", "229": "Old English sheepdog, bobtail", "230": "Shetland sheepdog, Shetland sheep dog, Shetland", "231": "collie", "232": "Border collie", "233": "Bouvier des Flandres, Bouviers des Flandres", "234": "Rottweiler", "235": "German shepherd, German shepherd dog, German police dog, alsatian", "236": "Doberman, Doberman pinscher", "237": "miniature pinscher", "238": "Greater Swiss Mountain dog", "239": "Bernese mountain dog", "240": "Appenzeller", "241": "EntleBucher", "242": "boxer", "243": "bull mastiff", "244": "Tibetan mastiff", "245": "French bulldog", "246": "Great Dane", "247": "Saint Bernard, St Bernard", "248": "Eskimo dog, husky", "249": "malamute, malemute, Alaskan malamute", "250": "Siberian husky", "251": "dalmatian, coach dog, carriage dog", "252": "affenpinscher, monkey pinscher, monkey dog", "253": "basenji", "254": "pug, pug-dog", "255": "Leonberg", "256": "Newfoundland, Newfoundland dog", "257": "Great Pyrenees", "258": "Samoyed, Samoyede", "259": "Pomeranian", "260": "chow, chow chow", "261": "keeshond", "262": "Brabancon griffon", "263": "Pembroke, Pembroke Welsh corgi", "264": "Cardigan, Cardigan Welsh corgi", "265": "toy poodle", "266": "miniature poodle", "267": "standard poodle", "268": "Mexican hairless", "269": "timber wolf, grey wolf, gray wolf, Canis lupus", "270": "white wolf, Arctic wolf, Canis lupus tundrarum", "271": "red wolf, maned wolf, Canis rufus, Canis niger", "272": "coyote, prairie wolf, brush wolf, Canis latrans", "273": "dingo, warrigal, warragal, Canis dingo", "274": "dhole, Cuon alpinus", "275": "African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus", "276": "hyena, hyaena", "277": "red fox, Vulpes vulpes", "278": "kit fox, Vulpes macrotis", "279": "Arctic fox, white fox, Alopex lagopus", "280": "grey fox, gray fox, Urocyon cinereoargenteus", "281": "tabby, tabby cat", "282": "tiger cat", "283": "Persian cat", "284": "Siamese cat, Siamese", "285": "Egyptian cat", "286": "cougar, puma, catamount, mountain lion, painter, panther, Felis concolor", "287": "lynx, catamount", "288": "leopard, Panthera pardus", "289": "snow leopard, ounce, Panthera uncia", "290": "jaguar, panther, Panthera onca, Felis onca", "291": "lion, king of beasts, Panthera leo", "292": "tiger, Panthera tigris", "293": "cheetah, chetah, Acinonyx jubatus", "294": "brown bear, bruin, Ursus arctos", "295": "American black bear, black bear, Ursus americanus, Euarctos americanus", "296": "ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus", "297": "sloth bear, Melursus ursinus, Ursus ursinus", "298": "mongoose", "299": "meerkat, mierkat", "300": "tiger beetle", "301": "ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle", "302": "ground beetle, carabid beetle", "303": "long-horned beetle, longicorn, longicorn beetle", "304": "leaf beetle, chrysomelid", "305": "dung beetle", "306": "rhinoceros beetle", "307": "weevil", "308": "fly", "309": "bee", "310": "ant, emmet, pismire", "311": "grasshopper, hopper", "312": "cricket", "313": "walking stick, walkingstick, stick insect", "314": "cockroach, roach", "315": "mantis, mantid", "316": "cicada, cicala", "317": "leafhopper", "318": "lacewing, lacewing fly", "319": "dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk", "320": "damselfly", "321": "admiral", "322": "ringlet, ringlet butterfly", "323": "monarch, monarch butterfly, milkweed butterfly, Danaus plexippus", "324": "cabbage butterfly", "325": "sulphur butterfly, sulfur butterfly", "326": "lycaenid, lycaenid butterfly", "327": "starfish, sea star", "328": "sea urchin", "329": "sea cucumber, holothurian", "330": "wood rabbit, cottontail, cottontail rabbit", "331": "hare", "332": "Angora, Angora rabbit", "333": "hamster", "334": "porcupine, hedgehog", "335": "fox squirrel, eastern fox squirrel, Sciurus niger", "336": "marmot", "337": "beaver", "338": "guinea pig, Cavia cobaya", "339": "sorrel", "340": "zebra", "341": "hog, pig, grunter, squealer, Sus scrofa", "342": "wild boar, boar, Sus scrofa", "343": "warthog", "344": "hippopotamus, hippo, river horse, Hippopotamus amphibius", "345": "ox", "346": "water buffalo, water ox, Asiatic buffalo, Bubalus bubalis", "347": "bison", "348": "ram, tup", "349": "bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis", "350": "ibex, Capra ibex", "351": "hartebeest", "352": "impala, Aepyceros melampus", "353": "gazelle", "354": "Arabian camel, dromedary, Camelus dromedarius", "355": "llama", "356": "weasel", "357": "mink", "358": "polecat, fitch, foulmart, foumart, Mustela putorius", "359": "black-footed ferret, ferret, Mustela nigripes", "360": "otter", "361": "skunk, polecat, wood pussy", "362": "badger", "363": "armadillo", "364": "three-toed sloth, ai, Bradypus tridactylus", "365": "orangutan, orang, orangutang, Pongo pygmaeus", "366": "gorilla, Gorilla gorilla", "367": "chimpanzee, chimp, Pan troglodytes", "368": "gibbon, Hylobates lar", "369": "siamang, Hylobates syndactylus, Symphalangus syndactylus", "370": "guenon, guenon monkey", "371": "patas, hussar monkey, Erythrocebus patas", "372": "baboon", "373": "macaque", "374": "langur", "375": "colobus, colobus monkey", "376": "proboscis monkey, Nasalis larvatus", "377": "marmoset", "378": "capuchin, ringtail, Cebus capucinus", "379": "howler monkey, howler", "380": "titi, titi monkey", "381": "spider monkey, Ateles geoffroyi", "382": "squirrel monkey, Saimiri sciureus", "383": "Madagascar cat, ring-tailed lemur, Lemur catta", "384": "indri, indris, Indri indri, Indri brevicaudatus", "385": "Indian elephant, Elephas maximus", "386": "African elephant, Loxodonta africana", "387": "lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens", "388": "giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca", "389": "barracouta, snoek", "390": "eel", "391": "coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch", "392": "rock beauty, Holocanthus tricolor", "393": "anemone fish", "394": "sturgeon", "395": "gar, garfish, garpike, billfish, Lepisosteus osseus", "396": "lionfish", "397": "puffer, pufferfish, blowfish, globefish", "398": "abacus", "399": "abaya", "400": "academic gown, academic robe, judge's robe", "401": "accordion, piano accordion, squeeze box", "402": "acoustic guitar", "403": "aircraft carrier, carrier, flattop, attack aircraft carrier", "404": "airliner", "405": "airship, dirigible", "406": "altar", "407": "ambulance", "408": "amphibian, amphibious vehicle", "409": "analog clock", "410": "apiary, bee house", "411": "apron", "412": "ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin", "413": "assault rifle, assault gun", "414": "backpack, back pack, knapsack, packsack, rucksack, haversack", "415": "bakery, bakeshop, bakehouse", "416": "balance beam, beam", "417": "balloon", "418": "ballpoint, ballpoint pen, ballpen, Biro", "419": "Band Aid", "420": "banjo", "421": "bannister, banister, balustrade, balusters, handrail", "422": "barbell", "423": "barber chair", "424": "barbershop", "425": "barn", "426": "barometer", "427": "barrel, cask", "428": "barrow, garden cart, lawn cart, wheelbarrow", "429": "baseball", "430": "basketball", "431": "bassinet", "432": "bassoon", "433": "bathing cap, swimming cap", "434": "bath towel", "435": "bathtub, bathing tub, bath, tub", "436": "beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon", "437": "beacon, lighthouse, beacon light, pharos", "438": "beaker", "439": "bearskin, busby, shako", "440": "beer bottle", "441": "beer glass", "442": "bell cote, bell cot", "443": "bib", "444": "bicycle-built-for-two, tandem bicycle, tandem", "445": "bikini, two-piece", "446": "binder, ring-binder", "447": "binoculars, field glasses, opera glasses", "448": "birdhouse", "449": "boathouse", "450": "bobsled, bobsleigh, bob", "451": "bolo tie, bolo, bola tie, bola", "452": "bonnet, poke bonnet", "453": "bookcase", "454": "bookshop, bookstore, bookstall", "455": "bottlecap", "456": "bow", "457": "bow tie, bow-tie, bowtie", "458": "brass, memorial tablet, plaque", "459": "brassiere, bra, bandeau", "460": "breakwater, groin, groyne, mole, bulwark, seawall, jetty", "461": "breastplate, aegis, egis", "462": "broom", "463": "bucket, pail", "464": "buckle", "465": "bulletproof vest", "466": "bullet train, bullet", "467": "butcher shop, meat market", "468": "cab, hack, taxi, taxicab", "469": "caldron, cauldron", "470": "candle, taper, wax light", "471": "cannon", "472": "canoe", "473": "can opener, tin opener", "474": "cardigan", "475": "car mirror", "476": "carousel, carrousel, merry-go-round, roundabout, whirligig", "477": "carpenter's kit, tool kit", "478": "carton", "479": "car wheel", "480": "cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM", "481": "cassette", "482": "cassette player", "483": "castle", "484": "catamaran", "485": "CD player", "486": "cello, violoncello", "487": "cellular telephone, cellular phone, cellphone, cell, mobile phone", "488": "chain", "489": "chainlink fence", "490": "chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour", "491": "chain saw, chainsaw", "492": "chest", "493": "chiffonier, commode", "494": "chime, bell, gong", "495": "china cabinet, china closet", "496": "Christmas stocking", 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curtain, theatre curtain", "855": "thimble", "856": "thresher, thrasher, threshing machine", "857": "throne", "858": "tile roof", "859": "toaster", "860": "tobacco shop, tobacconist shop, tobacconist", "861": "toilet seat", "862": "torch", "863": "totem pole", "864": "tow truck, tow car, wrecker", "865": "toyshop", "866": "tractor", "867": "trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi", "868": "tray", "869": "trench coat", "870": "tricycle, trike, velocipede", "871": "trimaran", "872": "tripod", "873": "triumphal arch", "874": "trolleybus, trolley coach, trackless trolley", "875": "trombone", "876": "tub, vat", "877": "turnstile", "878": "typewriter keyboard", "879": "umbrella", "880": "unicycle, monocycle", "881": "upright, upright piano", "882": "vacuum, vacuum cleaner", "883": "vase", "884": "vault", "885": "velvet", "886": "vending machine", "887": "vestment", "888": "viaduct", "889": "violin, fiddle", "890": "volleyball", "891": "waffle iron", "892": "wall clock", "893": "wallet, billfold, notecase, pocketbook", "894": "wardrobe, closet, press", "895": "warplane, military plane", "896": "washbasin, handbasin, washbowl, lavabo, wash-hand basin", "897": "washer, automatic washer, washing machine", "898": "water bottle", "899": "water jug", "900": "water tower", "901": "whiskey jug", "902": "whistle", "903": "wig", "904": "window screen", "905": "window shade", "906": "Windsor tie", "907": "wine bottle", "908": "wing", "909": "wok", "910": "wooden spoon", "911": "wool, woolen, woollen", "912": "worm fence, snake fence, snake-rail fence, Virginia fence", "913": "wreck", "914": "yawl", "915": "yurt", "916": "web site, website, internet site, site", "917": "comic book", "918": "crossword puzzle, crossword", "919": "street sign", "920": "traffic light, traffic signal, stoplight", "921": "book jacket, dust cover, dust jacket, dust wrapper", "922": "menu", "923": "plate", "924": "guacamole", "925": "consomme", "926": "hot pot, hotpot", "927": "trifle", "928": "ice cream, icecream", "929": "ice lolly, lolly, lollipop, popsicle", "930": "French loaf", "931": "bagel, beigel", "932": "pretzel", "933": "cheeseburger", "934": "hotdog, hot dog, red hot", "935": "mashed potato", "936": "head cabbage", "937": "broccoli", "938": "cauliflower", "939": "zucchini, courgette", "940": "spaghetti squash", "941": "acorn squash", "942": "butternut squash", "943": "cucumber, cuke", "944": "artichoke, globe artichoke", "945": "bell pepper", "946": "cardoon", "947": "mushroom", "948": "Granny Smith", "949": "strawberry", "950": "orange", "951": "lemon", "952": "fig", "953": "pineapple, ananas", "954": "banana", "955": "jackfruit, jak, jack", "956": "custard apple", "957": "pomegranate", "958": "hay", "959": "carbonara", "960": "chocolate sauce, chocolate syrup", "961": "dough", "962": "meat loaf, meatloaf", "963": "pizza, pizza pie", "964": "potpie", "965": "burrito", "966": "red wine", "967": "espresso", "968": "cup", "969": "eggnog", "970": "alp", "971": "bubble", "972": "cliff, drop, drop-off", "973": "coral reef", "974": "geyser", "975": "lakeside, lakeshore", "976": "promontory, headland, head, foreland", "977": "sandbar, sand bar", "978": "seashore, coast, seacoast, sea-coast", "979": "valley, vale", "980": "volcano", "981": "ballplayer, baseball player", "982": "groom, bridegroom", "983": "scuba diver", "984": "rapeseed", "985": "daisy", "986": "yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum", "987": "corn", "988": "acorn", "989": "hip, rose hip, rosehip", "990": "buckeye, horse chestnut, conker", "991": "coral fungus", "992": "agaric", "993": "gyromitra", "994": "stinkhorn, carrion fungus", "995": "earthstar", "996": "hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa", "997": "bolete", "998": "ear, spike, capitulum", "999": "toilet tissue, toilet paper, bathroom tissue"} 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9da644a68024949129cef9ddbb1cd04f 3 | folderAsset: yes 4 | DefaultImporter: 5 | externalObjects: {} 6 | userData: 7 | assetBundleName: 8 | assetBundleVariant: 9 | -------------------------------------------------------------------------------- /Assets/Scripts/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Third-Aurora/Barracuda-Image-Classification/dd8af0cfe97b8cb223d8042f518810a84c84e5fb/Assets/Scripts/.DS_Store -------------------------------------------------------------------------------- /Assets/Scripts/CameraView.cs: -------------------------------------------------------------------------------- 1 | using UnityEngine; 2 | using UnityEngine.UI; 3 | 4 | public class CameraView : MonoBehaviour { 5 | 6 | RawImage rawImage; 7 | AspectRatioFitter fitter; 8 | WebCamTexture webcamTexture; 9 | bool ratioSet; 10 | 11 | void Start() { 12 | rawImage = GetComponent(); 13 | fitter = GetComponent(); 14 | InitWebCam(); 15 | } 16 | 17 | void Update() { 18 | 19 | if (webcamTexture.width > 100 && !ratioSet) { 20 | ratioSet = true; 21 | SetAspectRatio(); 22 | } 23 | } 24 | 25 | void SetAspectRatio() { 26 | fitter.aspectRatio = (float)webcamTexture.width / (float)webcamTexture.height; 27 | } 28 | 29 | void InitWebCam() { 30 | string camName = WebCamTexture.devices[0].name; 31 | webcamTexture = new WebCamTexture(camName, Screen.width, Screen.height, 30); 32 | rawImage.texture = webcamTexture; 33 | webcamTexture.Play(); 34 | } 35 | 36 | public WebCamTexture GetCamImage() { 37 | return webcamTexture; 38 | } 39 | } -------------------------------------------------------------------------------- /Assets/Scripts/CameraView.cs.meta: -------------------------------------------------------------------------------- 1 | fileFormatVersion: 2 2 | guid: 2c253ed532b34489d8609a5d0ef88d62 3 | MonoImporter: 4 | externalObjects: {} 5 | serializedVersion: 2 6 | defaultReferences: [] 7 | executionOrder: 0 8 | icon: {instanceID: 0} 9 | userData: 10 | assetBundleName: 11 | assetBundleVariant: 12 | -------------------------------------------------------------------------------- /Assets/Scripts/Classification.cs: -------------------------------------------------------------------------------- 1 | using UnityEngine; 2 | using Unity.Barracuda; 3 | using System.Collections.Generic; 4 | using System.Linq; 5 | using System.Collections; 6 | using UnityEngine.UI; 7 | using System; 8 | 9 | public class Classification : MonoBehaviour { 10 | 11 | const int IMAGE_SIZE = 224; 12 | const string INPUT_NAME = "images"; 13 | const string OUTPUT_NAME = "Softmax"; 14 | 15 | [Header("Model Stuff")] 16 | public NNModel modelFile; 17 | public TextAsset labelAsset; 18 | 19 | [Header("Scene Stuff")] 20 | public CameraView CameraView; 21 | public Preprocess preprocess; 22 | public Text uiText; 23 | 24 | string[] labels; 25 | IWorker worker; 26 | 27 | void Start() { 28 | var model = ModelLoader.Load(modelFile); 29 | worker = WorkerFactory.CreateWorker(WorkerFactory.Type.ComputePrecompiled, model); 30 | LoadLabels(); 31 | } 32 | 33 | void LoadLabels() { 34 | //get only items in quotes 35 | var stringArray = labelAsset.text.Split('"').Where((item, index) => index % 2 != 0); 36 | //get every other item 37 | labels = stringArray.Where((x, i) => i % 2 != 0).ToArray(); 38 | } 39 | 40 | void Update() { 41 | 42 | WebCamTexture webCamTexture = CameraView.GetCamImage(); 43 | 44 | if (webCamTexture.didUpdateThisFrame && webCamTexture.width > 100) { 45 | preprocess.ScaleAndCropImage(webCamTexture, IMAGE_SIZE, RunModel); 46 | } 47 | } 48 | 49 | void RunModel(byte[] pixels) { 50 | StartCoroutine(RunModelRoutine(pixels)); 51 | } 52 | 53 | IEnumerator RunModelRoutine(byte[] pixels) { 54 | 55 | Tensor tensor = TransformInput(pixels); 56 | 57 | var inputs = new Dictionary { 58 | { INPUT_NAME, tensor } 59 | }; 60 | 61 | worker.Execute(inputs); 62 | Tensor outputTensor = worker.PeekOutput(OUTPUT_NAME); 63 | 64 | //get largest output 65 | List temp = outputTensor.ToReadOnlyArray().ToList(); 66 | float max = temp.Max(); 67 | int index = temp.IndexOf(max); 68 | 69 | //set UI text 70 | uiText.text = labels[index]; 71 | 72 | //dispose tensors 73 | tensor.Dispose(); 74 | outputTensor.Dispose(); 75 | yield return null; 76 | } 77 | 78 | //transform from 0-255 to -1 to 1 79 | Tensor TransformInput(byte[] pixels){ 80 | float[] transformedPixels = new float[pixels.Length]; 81 | 82 | for (int i = 0; i < pixels.Length; i++){ 83 | transformedPixels[i] = (pixels[i] - 127f) / 128f; 84 | } 85 | return new Tensor(1, IMAGE_SIZE, IMAGE_SIZE, 3, transformedPixels); 86 | } 87 | } 88 | -------------------------------------------------------------------------------- /Assets/Scripts/Classification.cs.meta: -------------------------------------------------------------------------------- 1 | fileFormatVersion: 2 2 | guid: 816bb8aa743464a25adde23ceab37c2e 3 | MonoImporter: 4 | externalObjects: {} 5 | serializedVersion: 2 6 | defaultReferences: [] 7 | executionOrder: 0 8 | icon: {instanceID: 0} 9 | userData: 10 | assetBundleName: 11 | assetBundleVariant: 12 | -------------------------------------------------------------------------------- /Assets/Scripts/Emotions.cs: -------------------------------------------------------------------------------- 1 | using UnityEngine; 2 | using Unity.Barracuda; 3 | using System.Collections.Generic; 4 | using System.Linq; 5 | using System.Collections; 6 | using UnityEngine.UI; 7 | 8 | public class Emotions : MonoBehaviour { 9 | 10 | const int IMAGE_SIZE = 64; 11 | const string INPUT_NAME = "Input3"; 12 | const string OUTPUT_NAME = "Plus692_Output_0"; 13 | 14 | readonly List OutputLabels = new List() { "neutral", "happiness", "surprise", "sadness", "anger", "disgust", "fear", "contempt" }; 15 | 16 | public CameraView CameraView; 17 | public Preprocess preprocess; 18 | public NNModel modelFile; 19 | public Text uiText; 20 | 21 | IWorker worker; 22 | 23 | void Start() { 24 | var model = ModelLoader.Load(modelFile); 25 | worker = WorkerFactory.CreateWorker(WorkerFactory.Type.ComputePrecompiled, model); 26 | } 27 | 28 | void Update() { 29 | 30 | WebCamTexture webCamTexture = CameraView.GetCamImage(); 31 | 32 | if (webCamTexture.didUpdateThisFrame && webCamTexture.width > 100) { 33 | preprocess.ScaleAndCropImage(webCamTexture, IMAGE_SIZE, RunModel); 34 | } 35 | } 36 | 37 | void RunModel(byte[] pixels) { 38 | StartCoroutine(RunModelRoutine(pixels)); 39 | } 40 | 41 | IEnumerator RunModelRoutine(byte[] pixels) { 42 | Tensor tensor = TransformInput(pixels); 43 | 44 | var inputs = new Dictionary { 45 | { INPUT_NAME, tensor } 46 | }; 47 | 48 | worker.Execute(inputs); 49 | Tensor outputTensor = worker.PeekOutput(OUTPUT_NAME); 50 | 51 | //get largest output 52 | List temp = outputTensor.ToReadOnlyArray().ToList(); 53 | float max = temp.Max(); 54 | int index = temp.IndexOf(max); 55 | 56 | //set UI text 57 | uiText.text = OutputLabels[index]; 58 | 59 | //dispose tensors 60 | tensor.Dispose(); 61 | outputTensor.Dispose(); 62 | yield return null; 63 | } 64 | 65 | //This model requires a single channel greyscale from 0-255 66 | Tensor TransformInput(byte[] pixels){ 67 | float[] singleChannel = new float[IMAGE_SIZE * IMAGE_SIZE]; 68 | for (int i = 0; i < singleChannel.Length; i++) { 69 | Color color = new Color32(pixels[i * 3 + 0], pixels[i * 3 + 1], pixels[i * 3 + 2], 255); 70 | singleChannel[i] = color.grayscale * 255; 71 | } 72 | return new Tensor(1, IMAGE_SIZE, IMAGE_SIZE, 1, singleChannel); 73 | } 74 | } 75 | -------------------------------------------------------------------------------- /Assets/Scripts/Emotions.cs.meta: -------------------------------------------------------------------------------- 1 | fileFormatVersion: 2 2 | guid: e62f7f0434d5d4cee8b78f984100d9e1 3 | MonoImporter: 4 | externalObjects: {} 5 | serializedVersion: 2 6 | defaultReferences: [] 7 | executionOrder: 0 8 | icon: {instanceID: 0} 9 | userData: 10 | assetBundleName: 11 | assetBundleVariant: 12 | -------------------------------------------------------------------------------- /Assets/Scripts/Preprocess.cs: -------------------------------------------------------------------------------- 1 | using UnityEngine; 2 | using UnityEngine.Events; 3 | using UnityEngine.Rendering; 4 | 5 | public class Preprocess : MonoBehaviour { 6 | 7 | RenderTexture renderTexture; 8 | Vector2 scale = new Vector2(1, 1); 9 | Vector2 offset = Vector2.zero; 10 | 11 | UnityAction callback; 12 | 13 | public void ScaleAndCropImage(WebCamTexture webCamTexture, int desiredSize, UnityAction callback) { 14 | 15 | this.callback = callback; 16 | 17 | if (renderTexture == null) { 18 | renderTexture = new RenderTexture(desiredSize, desiredSize,0,RenderTextureFormat.ARGB32); 19 | } 20 | 21 | scale.x = (float)webCamTexture.height / (float)webCamTexture.width; 22 | offset.x = (1 - scale.x) / 2f; 23 | Graphics.Blit(webCamTexture, renderTexture, scale, offset); 24 | AsyncGPUReadback.Request(renderTexture, 0, TextureFormat.RGB24, OnCompleteReadback); 25 | } 26 | 27 | void OnCompleteReadback(AsyncGPUReadbackRequest request) { 28 | 29 | if (request.hasError) { 30 | Debug.Log("GPU readback error detected."); 31 | return; 32 | } 33 | 34 | callback.Invoke(request.GetData().ToArray()); 35 | } 36 | } -------------------------------------------------------------------------------- /Assets/Scripts/Preprocess.cs.meta: -------------------------------------------------------------------------------- 1 | fileFormatVersion: 2 2 | guid: aeabaf001de5d45c1b4aeea7c50e67db 3 | MonoImporter: 4 | externalObjects: {} 5 | serializedVersion: 2 6 | defaultReferences: [] 7 | executionOrder: 0 8 | icon: {instanceID: 0} 9 | userData: 10 | assetBundleName: 11 | assetBundleVariant: 12 | -------------------------------------------------------------------------------- /Packages/manifest.json: -------------------------------------------------------------------------------- 1 | { 2 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