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Duplicate from valentinafeve/yolos-fashionpedia

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Co-authored-by: Valentina Feruere <[email protected]>

Files changed (5) hide show
  1. .gitattributes +34 -0
  2. README.md +23 -0
  3. config.json +130 -0
  4. preprocessor_config.json +18 -0
  5. pytorch_model.bin +3 -0
.gitattributes ADDED
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README.md ADDED
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+ ---
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+ datasets:
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+ - detection-datasets/fashionpedia
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+ language:
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+ - en
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+ pipeline_tag: object-detection
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+ tags:
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+ - YOLOS
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+ - Object detection
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+ ---
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+
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+ This is a fine-tunned object detection model for fashion.
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+
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+ For more details of the implementation you can check the source code [here](https://github.com/valntinaf/fine_tunning_YOLOS_for_fashion)
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+
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+ the dataset used for its training is available [here](https://huggingface.co/datasets/detection-datasets/fashionpedia)
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+
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+ this model supports the following categories:
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+
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+ CATS = ['shirt, blouse', 'top, t-shirt, sweatshirt', 'sweater', 'cardigan', 'jacket', 'vest', 'pants', 'shorts', 'skirt', 'coat', 'dress', 'jumpsuit', 'cape', 'glasses', 'hat', 'headband, head covering, hair accessory', 'tie', 'glove', 'watch', 'belt', 'leg warmer', 'tights, stockings', 'sock', 'shoe', 'bag, wallet', 'scarf', 'umbrella', 'hood', 'collar', 'lapel', 'epaulette', 'sleeve', 'pocket', 'neckline', 'buckle', 'zipper', 'applique', 'bead', 'bow', 'flower', 'fringe', 'ribbon', 'rivet', 'ruffle', 'sequin', 'tassel']
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+
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+
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+ ![image](https://miro.medium.com/v2/resize:fit:1400/format:webp/1*q8TTgxX_gf6vRe5AJN2r4g.png)
config.json ADDED
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+ {
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+ "_name_or_path": "valentinafeve/yolos-fashionpedia",
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+ "architectures": [
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+ "YolosForObjectDetection"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "auxiliary_loss": false,
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+ "bbox_cost": 5,
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+ "bbox_loss_coefficient": 5,
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+ "class_cost": 1,
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+ "eos_coefficient": 0.1,
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+ "giou_cost": 2,
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+ "giou_loss_coefficient": 2,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 384,
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+ "id2label": {
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+ "0": "shirt, blouse",
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+ "1": "top, t-shirt, sweatshirt",
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+ "2": "sweater",
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+ "3": "cardigan",
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+ "4": "jacket",
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+ "5": "vest",
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+ "6": "pants",
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+ "7": "shorts",
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+ "8": "skirt",
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+ "9": "coat",
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+ "10": "dress",
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+ "11": "jumpsuit",
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+ "12": "cape",
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+ "13": "glasses",
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+ "14": "hat",
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+ "15": "headband, head covering, hair accessory",
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+ "16": "tie",
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+ "17": "glove",
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+ "18": "watch",
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+ "19": "belt",
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+ "20": "leg warmer",
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+ "21": "tights, stockings",
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+ "22": "sock",
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+ "23": "shoe",
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+ "24": "bag, wallet",
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+ "25": "scarf",
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+ "26": "umbrella",
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+ "27": "hood",
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+ "28": "collar",
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+ "29": "lapel",
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+ "30": "epaulette",
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+ "31": "sleeve",
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+ "32": "pocket",
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+ "33": "neckline",
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+ "34": "buckle",
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+ "35": "zipper",
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+ "36": "applique",
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+ "37": "bead",
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+ "38": "bow",
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+ "39": "flower",
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+ "40": "fringe",
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+ "41": "ribbon",
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+ "42": "rivet",
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+ "43": "ruffle",
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+ "44": "sequin",
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+ "45": "tassel"
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+ },
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+ "label2id": {
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+ "bag, wallet": 24,
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+ "bow": 38,
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+ "coat": 9,
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+ "epaulette": 30,
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+ "flower": 39,
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+ "fringe": 40,
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+ "glasses": 13,
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+ "glove": 17,
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+ "hat": 14,
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+ "headband, head covering, hair accessory": 15,
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+ "hood": 27,
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+ "jacket": 4,
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+ "jumpsuit": 11,
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+ "lapel": 29,
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+ "leg warmer": 20,
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+ "neckline": 33,
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+ "pants": 6,
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+ "pocket": 32,
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+ "ribbon": 41,
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+ "rivet": 42,
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+ "ruffle": 43,
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+ "scarf": 25,
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+ "sequin": 44,
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+ "shirt, blouse": 0,
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+ "shoe": 23,
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+ "shorts": 7,
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+ "skirt": 8,
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+ "sleeve": 31,
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+ "sock": 22,
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+ "sweater": 2,
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+ "tassel": 45,
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+ "tie": 16,
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+ "tights, stockings": 21,
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+ "top, t-shirt, sweatshirt": 1,
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+ "umbrella": 26,
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+ "vest": 5,
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+ "watch": 18,
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+ "zipper": 35
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+ },
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+ "layer_norm_eps": 1e-12,
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+ "model_type": "yolos",
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+ "num_attention_heads": 6,
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+ "num_channels": 3,
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+ "num_detection_tokens": 100,
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+ "num_hidden_layers": 12,
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+ "patch_size": 16,
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+ "qkv_bias": true,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.23.1",
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+ "use_mid_position_embeddings": true
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+ }
preprocessor_config.json ADDED
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+ "size": 512
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+ }
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