Image Classification
Transformers
Safetensors
siglip
multi-label
fashion
apparel
manufacturing
quality-control
siglip2
Instructions to use resoa/garment-attributes with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use resoa/garment-attributes with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-classification", model="resoa/garment-attributes") pipe("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png")# Load model directly from transformers import AutoProcessor, AutoModelForImageClassification processor = AutoProcessor.from_pretrained("resoa/garment-attributes") model = AutoModelForImageClassification.from_pretrained("resoa/garment-attributes", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| [ | |
| { | |
| "attribute": "plain (pattern)", | |
| "eval_support": 1527, | |
| "AP": 0.9767, | |
| "F1@t": 0.9404 | |
| }, | |
| { | |
| "attribute": "no non-textile material", | |
| "eval_support": 1767, | |
| "AP": 0.9764, | |
| "F1@t": 0.9446 | |
| }, | |
| { | |
| "attribute": "wrist-length", | |
| "eval_support": 639, | |
| "AP": 0.973, | |
| "F1@t": 0.9055 | |
| }, | |
| { | |
| "attribute": "symmetrical", | |
| "eval_support": 1876, | |
| "AP": 0.9654, | |
| "F1@t": 0.945 | |
| }, | |
| { | |
| "attribute": "curved (pocket)", | |
| "eval_support": 15, | |
| "AP": 0.9522, | |
| "F1@t": 0.9333 | |
| }, | |
| { | |
| "attribute": "short (length)", | |
| "eval_support": 165, | |
| "AP": 0.9297, | |
| "F1@t": 0.8485 | |
| }, | |
| { | |
| "attribute": "fly (opening)", | |
| "eval_support": 295, | |
| "AP": 0.9165, | |
| "F1@t": 0.8136 | |
| }, | |
| { | |
| "attribute": "jeans", | |
| "eval_support": 108, | |
| "AP": 0.9126, | |
| "F1@t": 0.7812 | |
| }, | |
| { | |
| "attribute": "leggings", | |
| "eval_support": 90, | |
| "AP": 0.9066, | |
| "F1@t": 0.7742 | |
| }, | |
| { | |
| "attribute": "flap (pocket)", | |
| "eval_support": 28, | |
| "AP": 0.8944, | |
| "F1@t": 0.7692 | |
| }, | |
| { | |
| "attribute": "maxi (length)", | |
| "eval_support": 255, | |
| "AP": 0.8866, | |
| "F1@t": 0.83 | |
| }, | |
| { | |
| "attribute": "short (shorts)", | |
| "eval_support": 65, | |
| "AP": 0.872, | |
| "F1@t": 0.8387 | |
| }, | |
| { | |
| "attribute": "gown", | |
| "eval_support": 97, | |
| "AP": 0.866, | |
| "F1@t": 0.7543 | |
| }, | |
| { | |
| "attribute": "fur", | |
| "eval_support": 29, | |
| "AP": 0.8632, | |
| "F1@t": 0.8235 | |
| }, | |
| { | |
| "attribute": "patch (pocket)", | |
| "eval_support": 48, | |
| "AP": 0.8558, | |
| "F1@t": 0.7129 | |
| }, | |
| { | |
| "attribute": "bermuda (shorts)", | |
| "eval_support": 7, | |
| "AP": 0.8534, | |
| "F1@t": 0.25 | |
| }, | |
| { | |
| "attribute": "floor (length)", | |
| "eval_support": 119, | |
| "AP": 0.8403, | |
| "F1@t": 0.7273 | |
| }, | |
| { | |
| "attribute": "above-the-hip (length)", | |
| "eval_support": 498, | |
| "AP": 0.8386, | |
| "F1@t": 0.7639 | |
| }, | |
| { | |
| "attribute": "set-in sleeve", | |
| "eval_support": 651, | |
| "AP": 0.8376, | |
| "F1@t": 0.8009 | |
| }, | |
| { | |
| "attribute": "washed", | |
| "eval_support": 130, | |
| "AP": 0.8372, | |
| "F1@t": 0.7404 | |
| }, | |
| { | |
| "attribute": "mini (length)", | |
| "eval_support": 335, | |
| "AP": 0.8316, | |
| "F1@t": 0.7341 | |
| }, | |
| { | |
| "attribute": "crop (top)", | |
| "eval_support": 45, | |
| "AP": 0.817, | |
| "F1@t": 0.7027 | |
| }, | |
| { | |
| "attribute": "zip-up", | |
| "eval_support": 493, | |
| "AP": 0.8161, | |
| "F1@t": 0.7485 | |
| }, | |
| { | |
| "attribute": "no waistline", | |
| "eval_support": 523, | |
| "AP": 0.8118, | |
| "F1@t": 0.7113 | |
| }, | |
| { | |
| "attribute": "trucker (jacket)", | |
| "eval_support": 17, | |
| "AP": 0.8079, | |
| "F1@t": 0.7097 | |
| }, | |
| { | |
| "attribute": "no special manufacturing technique", | |
| "eval_support": 1129, | |
| "AP": 0.799, | |
| "F1@t": 0.7193 | |
| }, | |
| { | |
| "attribute": "sheath (skirt)", | |
| "eval_support": 64, | |
| "AP": 0.798, | |
| "F1@t": 0.6903 | |
| }, | |
| { | |
| "attribute": "biker (jacket)", | |
| "eval_support": 37, | |
| "AP": 0.7915, | |
| "F1@t": 0.7077 | |
| }, | |
| { | |
| "attribute": "single breasted", | |
| "eval_support": 229, | |
| "AP": 0.788, | |
| "F1@t": 0.7087 | |
| }, | |
| { | |
| "attribute": "sweetheart (neckline)", | |
| "eval_support": 27, | |
| "AP": 0.787, | |
| "F1@t": 0.7083 | |
| }, | |
| { | |
| "attribute": "classic (t-shirt)", | |
| "eval_support": 135, | |
| "AP": 0.7857, | |
| "F1@t": 0.6278 | |
| }, | |
| { | |
| "attribute": "shawl (lapel)", | |
| "eval_support": 20, | |
| "AP": 0.7829, | |
| "F1@t": 0.6452 | |
| }, | |
| { | |
| "attribute": "cowl (neck)", | |
| "eval_support": 5, | |
| "AP": 0.7769, | |
| "F1@t": 0.5714 | |
| }, | |
| { | |
| "attribute": "check", | |
| "eval_support": 54, | |
| "AP": 0.7735, | |
| "F1@t": 0.7273 | |
| }, | |
| { | |
| "attribute": "napoleon (lapel)", | |
| "eval_support": 28, | |
| "AP": 0.7725, | |
| "F1@t": 0.6087 | |
| }, | |
| { | |
| "attribute": "mermaid", | |
| "eval_support": 18, | |
| "AP": 0.7547, | |
| "F1@t": 0.6667 | |
| }, | |
| { | |
| "attribute": "tight (fit)", | |
| "eval_support": 430, | |
| "AP": 0.7494, | |
| "F1@t": 0.6431 | |
| }, | |
| { | |
| "attribute": "culottes", | |
| "eval_support": 6, | |
| "AP": 0.7486, | |
| "F1@t": 0.5 | |
| }, | |
| { | |
| "attribute": "shirt (collar)", | |
| "eval_support": 39, | |
| "AP": 0.7452, | |
| "F1@t": 0.716 | |
| }, | |
| { | |
| "attribute": "notched (lapel)", | |
| "eval_support": 50, | |
| "AP": 0.7409, | |
| "F1@t": 0.6737 | |
| }, | |
| { | |
| "attribute": "cap (sleeve)", | |
| "eval_support": 44, | |
| "AP": 0.7235, | |
| "F1@t": 0.5161 | |
| }, | |
| { | |
| "attribute": "blazer", | |
| "eval_support": 67, | |
| "AP": 0.7179, | |
| "F1@t": 0.551 | |
| }, | |
| { | |
| "attribute": "stripe", | |
| "eval_support": 94, | |
| "AP": 0.7041, | |
| "F1@t": 0.6104 | |
| }, | |
| { | |
| "attribute": "frayed", | |
| "eval_support": 21, | |
| "AP": 0.688, | |
| "F1@t": 0.5714 | |
| }, | |
| { | |
| "attribute": "wide leg", | |
| "eval_support": 33, | |
| "AP": 0.6835, | |
| "F1@t": 0.5217 | |
| }, | |
| { | |
| "attribute": "skater (dress)", | |
| "eval_support": 42, | |
| "AP": 0.6806, | |
| "F1@t": 0.5373 | |
| }, | |
| { | |
| "attribute": "v-neck", | |
| "eval_support": 59, | |
| "AP": 0.6798, | |
| "F1@t": 0.6486 | |
| }, | |
| { | |
| "attribute": "plunging (neckline)", | |
| "eval_support": 27, | |
| "AP": 0.6793, | |
| "F1@t": 0.6383 | |
| }, | |
| { | |
| "attribute": "regular (fit)", | |
| "eval_support": 619, | |
| "AP": 0.6784, | |
| "F1@t": 0.6348 | |
| }, | |
| { | |
| "attribute": "tube (top)", | |
| "eval_support": 17, | |
| "AP": 0.6702, | |
| "F1@t": 0.56 | |
| }, | |
| { | |
| "attribute": "printed", | |
| "eval_support": 104, | |
| "AP": 0.6701, | |
| "F1@t": 0.6078 | |
| }, | |
| { | |
| "attribute": "micro (length)", | |
| "eval_support": 103, | |
| "AP": 0.662, | |
| "F1@t": 0.5235 | |
| }, | |
| { | |
| "attribute": "midi", | |
| "eval_support": 71, | |
| "AP": 0.656, | |
| "F1@t": 0.6 | |
| }, | |
| { | |
| "attribute": "pencil", | |
| "eval_support": 133, | |
| "AP": 0.6468, | |
| "F1@t": 0.5339 | |
| }, | |
| { | |
| "attribute": "off-the-shoulder", | |
| "eval_support": 8, | |
| "AP": 0.6378, | |
| "F1@t": 0.5455 | |
| }, | |
| { | |
| "attribute": "oval (neck)", | |
| "eval_support": 66, | |
| "AP": 0.6352, | |
| "F1@t": 0.5225 | |
| }, | |
| { | |
| "attribute": "oversized (lapel)", | |
| "eval_support": 16, | |
| "AP": 0.6269, | |
| "F1@t": 0.6429 | |
| }, | |
| { | |
| "attribute": "tank (top)", | |
| "eval_support": 77, | |
| "AP": 0.6193, | |
| "F1@t": 0.5693 | |
| }, | |
| { | |
| "attribute": "bodycon (dress)", | |
| "eval_support": 49, | |
| "AP": 0.6109, | |
| "F1@t": 0.4478 | |
| }, | |
| { | |
| "attribute": "regular (collar)", | |
| "eval_support": 30, | |
| "AP": 0.6032, | |
| "F1@t": 0.5283 | |
| }, | |
| { | |
| "attribute": "distressed", | |
| "eval_support": 32, | |
| "AP": 0.5961, | |
| "F1@t": 0.4898 | |
| }, | |
| { | |
| "attribute": "leopard", | |
| "eval_support": 7, | |
| "AP": 0.5829, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "rah-rah (skirt)", | |
| "eval_support": 12, | |
| "AP": 0.5823, | |
| "F1@t": 0.1429 | |
| }, | |
| { | |
| "attribute": "floral", | |
| "eval_support": 124, | |
| "AP": 0.5715, | |
| "F1@t": 0.5346 | |
| }, | |
| { | |
| "attribute": "three quarter (length)", | |
| "eval_support": 106, | |
| "AP": 0.5652, | |
| "F1@t": 0.5551 | |
| }, | |
| { | |
| "attribute": "camisole", | |
| "eval_support": 41, | |
| "AP": 0.565, | |
| "F1@t": 0.4667 | |
| }, | |
| { | |
| "attribute": "slash (pocket)", | |
| "eval_support": 11, | |
| "AP": 0.5586, | |
| "F1@t": 0.3529 | |
| }, | |
| { | |
| "attribute": "roll-up (shorts)", | |
| "eval_support": 4, | |
| "AP": 0.5563, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "peter pan (collar)", | |
| "eval_support": 7, | |
| "AP": 0.5535, | |
| "F1@t": 0.4444 | |
| }, | |
| { | |
| "attribute": "turtle (neck)", | |
| "eval_support": 14, | |
| "AP": 0.5504, | |
| "F1@t": 0.6154 | |
| }, | |
| { | |
| "attribute": "one shoulder", | |
| "eval_support": 11, | |
| "AP": 0.5456, | |
| "F1@t": 0.5556 | |
| }, | |
| { | |
| "attribute": "dirndl (skirt)", | |
| "eval_support": 18, | |
| "AP": 0.5424, | |
| "F1@t": 0.3636 | |
| }, | |
| { | |
| "attribute": "shirt (dress)", | |
| "eval_support": 17, | |
| "AP": 0.5402, | |
| "F1@t": 0.3333 | |
| }, | |
| { | |
| "attribute": "boat (neck)", | |
| "eval_support": 2, | |
| "AP": 0.54, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "plastic", | |
| "eval_support": 54, | |
| "AP": 0.5299, | |
| "F1@t": 0.2769 | |
| }, | |
| { | |
| "attribute": "teddy bear (coat)", | |
| "eval_support": 3, | |
| "AP": 0.5255, | |
| "F1@t": 0.3333 | |
| }, | |
| { | |
| "attribute": "ball gown (skirt)", | |
| "eval_support": 3, | |
| "AP": 0.5255, | |
| "F1@t": 0.5 | |
| }, | |
| { | |
| "attribute": "bootcut", | |
| "eval_support": 16, | |
| "AP": 0.5196, | |
| "F1@t": 0.2857 | |
| }, | |
| { | |
| "attribute": "normal waist", | |
| "eval_support": 599, | |
| "AP": 0.5171, | |
| "F1@t": 0.4872 | |
| }, | |
| { | |
| "attribute": "sailor (shirt)", | |
| "eval_support": 6, | |
| "AP": 0.5145, | |
| "F1@t": 0.3333 | |
| }, | |
| { | |
| "attribute": "elbow-length", | |
| "eval_support": 88, | |
| "AP": 0.5086, | |
| "F1@t": 0.3796 | |
| }, | |
| { | |
| "attribute": "dot", | |
| "eval_support": 41, | |
| "AP": 0.5072, | |
| "F1@t": 0.4561 | |
| }, | |
| { | |
| "attribute": "welt (pocket)", | |
| "eval_support": 4, | |
| "AP": 0.5056, | |
| "F1@t": 0.4 | |
| }, | |
| { | |
| "attribute": "fit and flare", | |
| "eval_support": 60, | |
| "AP": 0.501, | |
| "F1@t": 0.3913 | |
| }, | |
| { | |
| "attribute": "tuxedo (jacket)", | |
| "eval_support": 1, | |
| "AP": 0.5, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "loose (fit)", | |
| "eval_support": 218, | |
| "AP": 0.4977, | |
| "F1@t": 0.3114 | |
| }, | |
| { | |
| "attribute": "lining", | |
| "eval_support": 75, | |
| "AP": 0.4949, | |
| "F1@t": 0.408 | |
| }, | |
| { | |
| "attribute": "above-the-knee (length)", | |
| "eval_support": 83, | |
| "AP": 0.491, | |
| "F1@t": 0.439 | |
| }, | |
| { | |
| "attribute": "shift (dress)", | |
| "eval_support": 48, | |
| "AP": 0.489, | |
| "F1@t": 0.475 | |
| }, | |
| { | |
| "attribute": "straight", | |
| "eval_support": 236, | |
| "AP": 0.4853, | |
| "F1@t": 0.3202 | |
| }, | |
| { | |
| "attribute": "knee (length)", | |
| "eval_support": 66, | |
| "AP": 0.4795, | |
| "F1@t": 0.3793 | |
| }, | |
| { | |
| "attribute": "square (neckline)", | |
| "eval_support": 11, | |
| "AP": 0.4767, | |
| "F1@t": 0.4706 | |
| }, | |
| { | |
| "attribute": "high waist", | |
| "eval_support": 304, | |
| "AP": 0.4721, | |
| "F1@t": 0.4343 | |
| }, | |
| { | |
| "attribute": "double breasted", | |
| "eval_support": 27, | |
| "AP": 0.4657, | |
| "F1@t": 0.4103 | |
| }, | |
| { | |
| "attribute": "dropped waistline", | |
| "eval_support": 91, | |
| "AP": 0.4605, | |
| "F1@t": 0.102 | |
| }, | |
| { | |
| "attribute": "straight across (neck)", | |
| "eval_support": 18, | |
| "AP": 0.4563, | |
| "F1@t": 0.4375 | |
| }, | |
| { | |
| "attribute": "capri (pants)", | |
| "eval_support": 3, | |
| "AP": 0.4511, | |
| "F1@t": 0.4 | |
| }, | |
| { | |
| "attribute": "slit", | |
| "eval_support": 30, | |
| "AP": 0.4505, | |
| "F1@t": 0.3556 | |
| }, | |
| { | |
| "attribute": "collarless", | |
| "eval_support": 3, | |
| "AP": 0.45, | |
| "F1@t": 0.4 | |
| }, | |
| { | |
| "attribute": "round (neck)", | |
| "eval_support": 17, | |
| "AP": 0.4476, | |
| "F1@t": 0.3333 | |
| }, | |
| { | |
| "attribute": "sheath (dress)", | |
| "eval_support": 50, | |
| "AP": 0.4452, | |
| "F1@t": 0.48 | |
| }, | |
| { | |
| "attribute": "gathering", | |
| "eval_support": 154, | |
| "AP": 0.4444, | |
| "F1@t": 0.3382 | |
| }, | |
| { | |
| "attribute": "below the knee (length)", | |
| "eval_support": 47, | |
| "AP": 0.4397, | |
| "F1@t": 0.2623 | |
| }, | |
| { | |
| "attribute": "oversized (collar)", | |
| "eval_support": 10, | |
| "AP": 0.4373, | |
| "F1@t": 0.2857 | |
| }, | |
| { | |
| "attribute": "hip (length)", | |
| "eval_support": 144, | |
| "AP": 0.4334, | |
| "F1@t": 0.4229 | |
| }, | |
| { | |
| "attribute": "tent", | |
| "eval_support": 24, | |
| "AP": 0.4171, | |
| "F1@t": 0.08 | |
| }, | |
| { | |
| "attribute": "skater (skirt)", | |
| "eval_support": 15, | |
| "AP": 0.4159, | |
| "F1@t": 0.2105 | |
| }, | |
| { | |
| "attribute": "wrap (coat)", | |
| "eval_support": 5, | |
| "AP": 0.4155, | |
| "F1@t": 0.2857 | |
| }, | |
| { | |
| "attribute": "sailor (pants)", | |
| "eval_support": 25, | |
| "AP": 0.4133, | |
| "F1@t": 0.1379 | |
| }, | |
| { | |
| "attribute": "asymmetrical", | |
| "eval_support": 76, | |
| "AP": 0.4108, | |
| "F1@t": 0.1667 | |
| }, | |
| { | |
| "attribute": "hobble (skirt)", | |
| "eval_support": 9, | |
| "AP": 0.4104, | |
| "F1@t": 0.4 | |
| }, | |
| { | |
| "attribute": "blanket (coat)", | |
| "eval_support": 22, | |
| "AP": 0.4047, | |
| "F1@t": 0.2308 | |
| }, | |
| { | |
| "attribute": "halter (top)", | |
| "eval_support": 19, | |
| "AP": 0.4029, | |
| "F1@t": 0.1 | |
| }, | |
| { | |
| "attribute": "hip-huggers (pants)", | |
| "eval_support": 4, | |
| "AP": 0.4015, | |
| "F1@t": 0.3333 | |
| }, | |
| { | |
| "attribute": "u-neck", | |
| "eval_support": 26, | |
| "AP": 0.4013, | |
| "F1@t": 0.303 | |
| }, | |
| { | |
| "attribute": "trench (coat)", | |
| "eval_support": 12, | |
| "AP": 0.3862, | |
| "F1@t": 0.2857 | |
| }, | |
| { | |
| "attribute": "surplice (neck)", | |
| "eval_support": 5, | |
| "AP": 0.3832, | |
| "F1@t": 0.25 | |
| }, | |
| { | |
| "attribute": "flare", | |
| "eval_support": 22, | |
| "AP": 0.3801, | |
| "F1@t": 0.3333 | |
| }, | |
| { | |
| "attribute": "geometric", | |
| "eval_support": 58, | |
| "AP": 0.3769, | |
| "F1@t": 0.274 | |
| }, | |
| { | |
| "attribute": "kimono (sleeve)", | |
| "eval_support": 5, | |
| "AP": 0.3769, | |
| "F1@t": 0.4615 | |
| }, | |
| { | |
| "attribute": "pea (coat)", | |
| "eval_support": 8, | |
| "AP": 0.3721, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "halter (neck)", | |
| "eval_support": 8, | |
| "AP": 0.37, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "kaftan", | |
| "eval_support": 7, | |
| "AP": 0.3604, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "a-line", | |
| "eval_support": 101, | |
| "AP": 0.3596, | |
| "F1@t": 0.3473 | |
| }, | |
| { | |
| "attribute": "dropped-shoulder sleeve", | |
| "eval_support": 60, | |
| "AP": 0.3582, | |
| "F1@t": 0.3415 | |
| }, | |
| { | |
| "attribute": "peak (lapel)", | |
| "eval_support": 7, | |
| "AP": 0.3554, | |
| "F1@t": 0.3636 | |
| }, | |
| { | |
| "attribute": "high low", | |
| "eval_support": 18, | |
| "AP": 0.3545, | |
| "F1@t": 0.4242 | |
| }, | |
| { | |
| "attribute": "asymmetric (neckline)", | |
| "eval_support": 15, | |
| "AP": 0.3495, | |
| "F1@t": 0.4167 | |
| }, | |
| { | |
| "attribute": "curved (fit)", | |
| "eval_support": 12, | |
| "AP": 0.3405, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "high (neck)", | |
| "eval_support": 6, | |
| "AP": 0.3373, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "low waist", | |
| "eval_support": 57, | |
| "AP": 0.3361, | |
| "F1@t": 0.2 | |
| }, | |
| { | |
| "attribute": "sweater (dress)", | |
| "eval_support": 12, | |
| "AP": 0.3237, | |
| "F1@t": 0.2667 | |
| }, | |
| { | |
| "attribute": "rivet(a)", | |
| "eval_support": 47, | |
| "AP": 0.315, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "crew (neck)", | |
| "eval_support": 5, | |
| "AP": 0.3142, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "gem", | |
| "eval_support": 27, | |
| "AP": 0.3022, | |
| "F1@t": 0.0714 | |
| }, | |
| { | |
| "attribute": "circle", | |
| "eval_support": 46, | |
| "AP": 0.3015, | |
| "F1@t": 0.0385 | |
| }, | |
| { | |
| "attribute": "bell (sleeve)", | |
| "eval_support": 29, | |
| "AP": 0.3013, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "paisley", | |
| "eval_support": 19, | |
| "AP": 0.2984, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "snakeskin (pattern)", | |
| "eval_support": 4, | |
| "AP": 0.2983, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "bomber (jacket)", | |
| "eval_support": 9, | |
| "AP": 0.2976, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "abstract", | |
| "eval_support": 80, | |
| "AP": 0.2957, | |
| "F1@t": 0.092 | |
| }, | |
| { | |
| "attribute": "sleeveless", | |
| "eval_support": 2, | |
| "AP": 0.2917, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "kangaroo (pocket)", | |
| "eval_support": 6, | |
| "AP": 0.289, | |
| "F1@t": 0.25 | |
| }, | |
| { | |
| "attribute": "peg", | |
| "eval_support": 26, | |
| "AP": 0.2835, | |
| "F1@t": 0.2424 | |
| }, | |
| { | |
| "attribute": "bell", | |
| "eval_support": 32, | |
| "AP": 0.2811, | |
| "F1@t": 0.1714 | |
| }, | |
| { | |
| "attribute": "basque (wasitline)", | |
| "eval_support": 16, | |
| "AP": 0.2781, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "trumpet", | |
| "eval_support": 34, | |
| "AP": 0.2779, | |
| "F1@t": 0.0541 | |
| }, | |
| { | |
| "attribute": "applique(a)", | |
| "eval_support": 66, | |
| "AP": 0.2772, | |
| "F1@t": 0.2947 | |
| }, | |
| { | |
| "attribute": "quilted", | |
| "eval_support": 13, | |
| "AP": 0.2734, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "cartoon", | |
| "eval_support": 22, | |
| "AP": 0.2727, | |
| "F1@t": 0.0833 | |
| }, | |
| { | |
| "attribute": "peasant (top)", | |
| "eval_support": 10, | |
| "AP": 0.2694, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "pleat", | |
| "eval_support": 97, | |
| "AP": 0.2638, | |
| "F1@t": 0.1681 | |
| }, | |
| { | |
| "attribute": "bishop (sleeve)", | |
| "eval_support": 15, | |
| "AP": 0.261, | |
| "F1@t": 0.125 | |
| }, | |
| { | |
| "attribute": "slip (dress)", | |
| "eval_support": 29, | |
| "AP": 0.2536, | |
| "F1@t": 0.0667 | |
| }, | |
| { | |
| "attribute": "crop (jacket)", | |
| "eval_support": 1, | |
| "AP": 0.25, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "puff (sleeve)", | |
| "eval_support": 39, | |
| "AP": 0.2491, | |
| "F1@t": 0.087 | |
| }, | |
| { | |
| "attribute": "sequin(a)", | |
| "eval_support": 11, | |
| "AP": 0.2468, | |
| "F1@t": 0.1538 | |
| }, | |
| { | |
| "attribute": "halter (dress)", | |
| "eval_support": 18, | |
| "AP": 0.2449, | |
| "F1@t": 0.2 | |
| }, | |
| { | |
| "attribute": "mandarin (collar)", | |
| "eval_support": 5, | |
| "AP": 0.241, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "camouflage", | |
| "eval_support": 7, | |
| "AP": 0.2393, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "no opening", | |
| "eval_support": 50, | |
| "AP": 0.2268, | |
| "F1@t": 0.3265 | |
| }, | |
| { | |
| "attribute": "blouson (dress)", | |
| "eval_support": 7, | |
| "AP": 0.2266, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "sundress", | |
| "eval_support": 8, | |
| "AP": 0.2263, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "stand-away (collar)", | |
| "eval_support": 11, | |
| "AP": 0.2226, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "raglan (t-shirt)", | |
| "eval_support": 6, | |
| "AP": 0.2222, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "empire waistline", | |
| "eval_support": 35, | |
| "AP": 0.2206, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "wrap (dress)", | |
| "eval_support": 6, | |
| "AP": 0.2189, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "undershirt", | |
| "eval_support": 10, | |
| "AP": 0.2113, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "crop (pants)", | |
| "eval_support": 8, | |
| "AP": 0.2001, | |
| "F1@t": 0.3077 | |
| }, | |
| { | |
| "attribute": "tiered", | |
| "eval_support": 16, | |
| "AP": 0.1917, | |
| "F1@t": 0.1176 | |
| }, | |
| { | |
| "attribute": "parka", | |
| "eval_support": 5, | |
| "AP": 0.1909, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "jumper (dress)", | |
| "eval_support": 27, | |
| "AP": 0.1862, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "wrapping", | |
| "eval_support": 17, | |
| "AP": 0.183, | |
| "F1@t": 0.1818 | |
| }, | |
| { | |
| "attribute": "peg (pants)", | |
| "eval_support": 11, | |
| "AP": 0.1809, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "circular flounce (sleeve)", | |
| "eval_support": 11, | |
| "AP": 0.1741, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "banded (collar)", | |
| "eval_support": 4, | |
| "AP": 0.1731, | |
| "F1@t": 0.2857 | |
| }, | |
| { | |
| "attribute": "tulip (sleeve)", | |
| "eval_support": 19, | |
| "AP": 0.1679, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "track (jacket)", | |
| "eval_support": 16, | |
| "AP": 0.1621, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "hoodie", | |
| "eval_support": 7, | |
| "AP": 0.1564, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "bead(a)", | |
| "eval_support": 18, | |
| "AP": 0.1472, | |
| "F1@t": 0.0645 | |
| }, | |
| { | |
| "attribute": "rubber", | |
| "eval_support": 9, | |
| "AP": 0.1472, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "tunic (top)", | |
| "eval_support": 14, | |
| "AP": 0.1438, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "sweatpants", | |
| "eval_support": 4, | |
| "AP": 0.1388, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "leg of mutton (sleeve)", | |
| "eval_support": 16, | |
| "AP": 0.1379, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "fair isle", | |
| "eval_support": 10, | |
| "AP": 0.133, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "letters, numbers", | |
| "eval_support": 9, | |
| "AP": 0.1227, | |
| "F1@t": 0.1818 | |
| }, | |
| { | |
| "attribute": "oversized", | |
| "eval_support": 19, | |
| "AP": 0.1148, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "tunic (dress)", | |
| "eval_support": 24, | |
| "AP": 0.1124, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "dolman (sleeve), batwing (sleeve)", | |
| "eval_support": 32, | |
| "AP": 0.1016, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "lounge (shorts)", | |
| "eval_support": 9, | |
| "AP": 0.0878, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "ruched", | |
| "eval_support": 35, | |
| "AP": 0.0869, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "balloon", | |
| "eval_support": 5, | |
| "AP": 0.0831, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "polo (shirt)", | |
| "eval_support": 2, | |
| "AP": 0.0799, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "scoop (neck)", | |
| "eval_support": 6, | |
| "AP": 0.0757, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "chevron", | |
| "eval_support": 7, | |
| "AP": 0.0638, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "metal", | |
| "eval_support": 18, | |
| "AP": 0.049, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "raglan (sleeve)", | |
| "eval_support": 24, | |
| "AP": 0.0466, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "plant", | |
| "eval_support": 8, | |
| "AP": 0.0437, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "norfolk (jacket)", | |
| "eval_support": 1, | |
| "AP": 0.0417, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "lace up", | |
| "eval_support": 14, | |
| "AP": 0.0406, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "perforated", | |
| "eval_support": 4, | |
| "AP": 0.0368, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "cutout", | |
| "eval_support": 12, | |
| "AP": 0.0358, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "cargo (pocket)", | |
| "eval_support": 3, | |
| "AP": 0.0324, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "poet (sleeve)", | |
| "eval_support": 9, | |
| "AP": 0.0321, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "toile de jouy", | |
| "eval_support": 3, | |
| "AP": 0.0295, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "smocking", | |
| "eval_support": 7, | |
| "AP": 0.0247, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "cheetah", | |
| "eval_support": 3, | |
| "AP": 0.0099, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "polo (collar)", | |
| "eval_support": 1, | |
| "AP": 0.0093, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "puffer (jacket)", | |
| "eval_support": 2, | |
| "AP": 0.0082, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "argyle", | |
| "eval_support": 2, | |
| "AP": 0.0067, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "illusion (neck)", | |
| "eval_support": 3, | |
| "AP": 0.0062, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "burnout", | |
| "eval_support": 1, | |
| "AP": 0.0029, | |
| "F1@t": 0.0 | |
| }, | |
| { | |
| "attribute": "seam (pocket)", | |
| "eval_support": 0, | |
| "AP": null, | |
| "F1@t": null | |
| }, | |
| { | |
| "attribute": "queen anne (neck)", | |
| "eval_support": 0, | |
| "AP": null, | |
| "F1@t": null | |
| }, | |
| { | |
| "attribute": "peplum", | |
| "eval_support": 0, | |
| "AP": null, | |
| "F1@t": null | |
| }, | |
| { | |
| "attribute": "keyhole (neck)", | |
| "eval_support": 0, | |
| "AP": null, | |
| "F1@t": null | |
| }, | |
| { | |
| "attribute": "choker (neck)", | |
| "eval_support": 0, | |
| "AP": null, | |
| "F1@t": null | |
| }, | |
| { | |
| "attribute": "crossover (neck)", | |
| "eval_support": 0, | |
| "AP": null, | |
| "F1@t": null | |
| } | |
| ] |