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Duplicate from valentinafeve/yolos-fashionpedia
Browse filesCo-authored-by: Valentina Feruere <[email protected]>
- .gitattributes +34 -0
- README.md +23 -0
- config.json +130 -0
- preprocessor_config.json +18 -0
- pytorch_model.bin +3 -0
.gitattributes
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README.md
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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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This is a fine-tunned object detection model for fashion.
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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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the dataset used for its training is available [here](https://huggingface.co/datasets/detection-datasets/fashionpedia)
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this model supports the following categories:
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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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![image](https://miro.medium.com/v2/resize:fit:1400/format:webp/1*q8TTgxX_gf6vRe5AJN2r4g.png)
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config.json
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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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"image_size": [
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512,
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864
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],
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"initializer_range": 0.02,
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"intermediate_size": 1536,
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"label2id": {
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"applique": 36,
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"bag, wallet": 24,
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"bead": 37,
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"belt": 19,
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"bow": 38,
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"buckle": 34,
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"cape": 12,
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"cardigan": 3,
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"coat": 9,
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"collar": 28,
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"dress": 10,
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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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}
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preprocessor_config.json
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{
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"do_normalize": true,
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"do_resize": true,
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"feature_extractor_type": "YolosFeatureExtractor",
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"format": "coco_detection",
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"image_mean": [
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0.485,
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0.456,
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0.406
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],
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"image_std": [
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0.229,
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0.224,
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0.225
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],
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"max_size": 1333,
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"size": 512
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:1b5f4cc272f8f32b2f25b129f9ce7df4756cb030d5fbd234c790b6a9eef962a1
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size 122738781
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