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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - image-classification
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+ - multi-label
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+ - fashion
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+ - apparel
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+ - manufacturing
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+ - quality-control
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+ - siglip2
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+ datasets:
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+ - Fashionpedia
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+ metrics:
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+ - f1
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+ - average-precision
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+ pipeline_tag: image-classification
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+ library_name: transformers
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+ ---
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+
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+ # garment-attributes
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+
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+ Multi-label classification of fine-grained garment construction attributes
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+ from a garment crop: silhouette, length, neckline/collar/sleeve/pocket type,
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+ opening/closure type, waistline, textile pattern, finishing techniques, and
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+ fabric appearance. SigLIP2 vision encoder (Apache 2.0) with a classification
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+ head, fine-tuned on per-instance attribute annotations from
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+ [Fashionpedia](https://fashionpedia.github.io/home/) (CC BY 4.0).
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+
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+ Label space: the 218 Fashionpedia attributes with ≥100
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+ training instances (the full list with supergroups and support counts ships
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+ in `label_space.json` and in `config.json` `id2label`). Attributes map to
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+ tech pack fields — e.g. *opening type* → construction/closure, *textile
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+ pattern* → BOM/fabric — per the pipeline's `docs/taxonomy.md`.
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+
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+ Loads with stock `transformers` — no remote code:
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+
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+ ```python
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+ from transformers import AutoImageProcessor, AutoModelForImageClassification
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+ import torch
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+ from PIL import Image
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+
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+ model = AutoModelForImageClassification.from_pretrained("resoa/garment-attributes")
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+ proc = AutoImageProcessor.from_pretrained("resoa/garment-attributes")
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+ img = Image.open("garment_crop.jpg") # crop of ONE garment, not a full scene
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+ probs = torch.sigmoid(model(**proc(images=img, return_tensors="pt")).logits)[0]
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+ for i, p in enumerate(probs):
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+ if p > 0.5:
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+ print(model.config.id2label[i], round(p.item(), 3))
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+ ```
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+
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+ ## Intended use
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+
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+ - Estimate visible construction characteristics of a manufactured garment
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+ from a photo (crop the garment first — use `garment-detector-seg`).
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+ - Cross-check a sample against tech pack attributes ("single-breasted",
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+ "welt pockets", "no distressing").
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+
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+ **Important:** input must be a single-garment crop. Full-scene inputs
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+ degrade accuracy sharply; that is what the detector stage is for.
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+
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+ **Out of scope:** fiber content, GSM, measurements, stitch class, color
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+ (color is measured deterministically in the pipeline, not classified).
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+
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+ ## Training
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+
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+ - Base: `google/siglip2-base-patch16-224` (Apache 2.0).
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+ - Data: 156,937 Fashionpedia per-instance crops with attribute labels
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+ (`scripts/prepare_attribute_data.py`; 8% bbox padding, min crop 48 px,
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+ attributes with 100+ train instances).
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+ - Objective: sigmoid BCE (`problem_type="multi_label_classification"`).
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+ - Recipe: `scripts/train_attributes.py` with `configs/attributes_mac.yaml`
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+ (4 epochs, batch 32, lr 2e-5, cosine schedule, trained on Apple-silicon
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+ MPS in ~4.5 hours; val metrics improved monotonically each epoch).
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+
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+ ## Evaluation (Fashionpedia val2020 instances)
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+
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+ | Metric | Value |
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+ |---|---|
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+ | macro mAP | 0.442 |
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+ | micro F1 @ 0.5 | 0.710 |
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+ | macro F1 @ 0.5 | 0.306 |
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+ | eval instances | 3,711 |
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+ | evaluable labels | 212 of 218 |
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+
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+ **Read the per-attribute table** (`per_attribute.md`, shipped in this repo)
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+ before using any single attribute for QC decisions: performance varies
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+ widely by attribute, and rare attributes (support near the cutoff) can be
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+ substantially weaker. We publish the full table, including the bad rows,
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+ on purpose.
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+
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+ ## Known limitations & biases
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+
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+ - Multi-label confidences are not calibrated probabilities; the reference
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+ pipeline routes 0.5–0.7 confidence predictions to human review.
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+ - Absence of a prediction is weak evidence of absence (occlusion, angle).
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+ - Trained on worn-garment street photos; flat-lay/factory photos are
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+ out-of-domain — fine-tune on in-domain crops for production use.
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+ - Attribute definitions follow Fashionpedia's expert ontology, which may
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+ differ from a specific factory's terminology; the supergroup mapping in
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+ `label_space.json` is the bridge.
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+
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+ ## License & attribution
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+
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+ Weights: Apache 2.0. Data: Fashionpedia, CC BY 4.0 — cite Jia et al.,
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+ ECCV 2020. Base model: SigLIP2 (Google, Apache 2.0), Tschannen et al., 2025.
config.json ADDED
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+ {
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+ "architectures": [
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+ "SiglipForImageClassification"
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+ ],
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+ "attribute_supergroups": {
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+ "a-line": "silhouette",
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+ "above-the-hip (length)": "length",
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+ "above-the-knee (length)": "length",
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+ "abstract": "textile pattern",
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+ "applique(a)": "textile finishing, manufacturing techniques",
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+ "argyle": "textile pattern",
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+ "asymmetric (neckline)": "neckline type",
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+ "asymmetrical": "silhouette",
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+ "ball gown (skirt)": "nickname",
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+ "balloon": "silhouette",
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+ "banded (collar)": "nickname",
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+ "basque (wasitline)": "waistline",
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+ "bead(a)": "textile finishing, manufacturing techniques",
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+ "bell": "silhouette",
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+ "bell (sleeve)": "nickname",
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+ "below the knee (length)": "length",
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+ "bermuda (shorts)": "nickname",
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+ "biker (jacket)": "nickname",
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+ "bishop (sleeve)": "nickname",
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+ "blanket (coat)": "nickname",
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+ "blazer": "nickname",
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+ "blouson (dress)": "nickname",
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+ "boat (neck)": "neckline type",
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+ "bodycon (dress)": "nickname",
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+ "bomber (jacket)": "nickname",
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+ "bootcut": "silhouette",
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+ "burnout": "textile finishing, manufacturing techniques",
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+ "camisole": "nickname",
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+ "camouflage": "textile pattern",
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+ "cap (sleeve)": "nickname",
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+ "capri (pants)": "nickname",
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+ "cargo (pocket)": "nickname",
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+ "cartoon": "textile pattern",
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+ "check": "textile pattern",
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+ "cheetah": "animal",
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+ "chevron": "textile pattern",
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+ "choker (neck)": "neckline type",
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+ "circle": "silhouette",
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+ "circular flounce (sleeve)": "nickname",
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+ "classic (t-shirt)": "nickname",
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+ "collarless": "neckline type",
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+ "cowl (neck)": "neckline type",
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+ "crew (neck)": "neckline type",
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+ "crop (jacket)": "nickname",
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+ "crop (pants)": "nickname",
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+ "crop (top)": "nickname",
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+ "crossover (neck)": "neckline type",
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+ "culottes": "nickname",
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+ "curved (fit)": "silhouette",
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+ "curved (pocket)": "nickname",
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+ "cutout": "textile finishing, manufacturing techniques",
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+ "dirndl (skirt)": "nickname",
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+ "distressed": "textile finishing, manufacturing techniques",
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+ "dolman (sleeve), batwing (sleeve)": "nickname",
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+ "dot": "textile pattern",
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+ "double breasted": "opening type",
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+ "dropped waistline": "waistline",
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+ "dropped-shoulder sleeve": "nickname",
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+ "elbow-length": "length",
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+ "empire waistline": "waistline",
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+ "fair isle": "textile pattern",
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+ "fit and flare": "silhouette",
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+ "flap (pocket)": "nickname",
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+ "flare": "silhouette",
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+ "floor (length)": "length",
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+ "floral": "textile pattern",
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+ "fly (opening)": "opening type",
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+ "frayed": "textile finishing, manufacturing techniques",
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+ "fur": "non-textile material type",
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+ "gathering": "textile finishing, manufacturing techniques",
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+ "gem": "non-textile material type",
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+ "geometric": "textile pattern",
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+ "gown": "nickname",
79
+ "halter (dress)": "nickname",
80
+ "halter (neck)": "neckline type",
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+ "halter (top)": "nickname",
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+ "high (neck)": "neckline type",
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+ "high low": "silhouette",
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+ "high waist": "waistline",
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+ "hip (length)": "length",
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+ "hip-huggers (pants)": "nickname",
87
+ "hobble (skirt)": "nickname",
88
+ "hoodie": "nickname",
89
+ "illusion (neck)": "neckline type",
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+ "jeans": "nickname",
91
+ "jumper (dress)": "nickname",
92
+ "kaftan": "nickname",
93
+ "kangaroo (pocket)": "nickname",
94
+ "keyhole (neck)": "neckline type",
95
+ "kimono (sleeve)": "nickname",
96
+ "knee (length)": "length",
97
+ "lace up": "opening type",
98
+ "leg of mutton (sleeve)": "nickname",
99
+ "leggings": "nickname",
100
+ "leopard": "animal",
101
+ "letters, numbers": "textile pattern",
102
+ "lining": "textile finishing, manufacturing techniques",
103
+ "loose (fit)": "silhouette",
104
+ "lounge (shorts)": "nickname",
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+ "low waist": "waistline",
106
+ "mandarin (collar)": "nickname",
107
+ "maxi (length)": "length",
108
+ "mermaid": "silhouette",
109
+ "metal": "non-textile material type",
110
+ "micro (length)": "length",
111
+ "midi": "length",
112
+ "mini (length)": "length",
113
+ "napoleon (lapel)": "nickname",
114
+ "no non-textile material": "non-textile material type",
115
+ "no opening": "opening type",
116
+ "no special manufacturing technique": "textile finishing, manufacturing techniques",
117
+ "no waistline": "waistline",
118
+ "norfolk (jacket)": "nickname",
119
+ "normal waist": "waistline",
120
+ "notched (lapel)": "nickname",
121
+ "off-the-shoulder": "neckline type",
122
+ "one shoulder": "neckline type",
123
+ "oval (neck)": "neckline type",
124
+ "oversized": "silhouette",
125
+ "oversized (collar)": "nickname",
126
+ "oversized (lapel)": "nickname",
127
+ "paisley": "textile pattern",
128
+ "parka": "nickname",
129
+ "patch (pocket)": "nickname",
130
+ "pea (coat)": "nickname",
131
+ "peak (lapel)": "nickname",
132
+ "peasant (top)": "nickname",
133
+ "peg": "silhouette",
134
+ "peg (pants)": "nickname",
135
+ "pencil": "silhouette",
136
+ "peplum": "silhouette",
137
+ "perforated": "textile finishing, manufacturing techniques",
138
+ "peter pan (collar)": "nickname",
139
+ "plain (pattern)": "textile pattern",
140
+ "plant": "textile pattern",
141
+ "plastic": "non-textile material type",
142
+ "pleat": "textile finishing, manufacturing techniques",
143
+ "plunging (neckline)": "neckline type",
144
+ "poet (sleeve)": "nickname",
145
+ "polo (collar)": "nickname",
146
+ "polo (shirt)": "nickname",
147
+ "printed": "textile finishing, manufacturing techniques",
148
+ "puff (sleeve)": "nickname",
149
+ "puffer (jacket)": "nickname",
150
+ "queen anne (neck)": "neckline type",
151
+ "quilted": "textile finishing, manufacturing techniques",
152
+ "raglan (sleeve)": "nickname",
153
+ "raglan (t-shirt)": "nickname",
154
+ "rah-rah (skirt)": "nickname",
155
+ "regular (collar)": "nickname",
156
+ "regular (fit)": "silhouette",
157
+ "rivet(a)": "textile finishing, manufacturing techniques",
158
+ "roll-up (shorts)": "nickname",
159
+ "round (neck)": "neckline type",
160
+ "rubber": "non-textile material type",
161
+ "ruched": "textile finishing, manufacturing techniques",
162
+ "sailor (pants)": "nickname",
163
+ "sailor (shirt)": "nickname",
164
+ "scoop (neck)": "neckline type",
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+ "seam (pocket)": "nickname",
166
+ "sequin(a)": "textile finishing, manufacturing techniques",
167
+ "set-in sleeve": "nickname",
168
+ "shawl (lapel)": "nickname",
169
+ "sheath (dress)": "nickname",
170
+ "sheath (skirt)": "nickname",
171
+ "shift (dress)": "nickname",
172
+ "shirt (collar)": "nickname",
173
+ "shirt (dress)": "nickname",
174
+ "short (length)": "length",
175
+ "short (shorts)": "nickname",
176
+ "single breasted": "opening type",
177
+ "skater (dress)": "nickname",
178
+ "skater (skirt)": "nickname",
179
+ "slash (pocket)": "nickname",
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+ "sleeveless": "length",
181
+ "slip (dress)": "nickname",
182
+ "slit": "textile finishing, manufacturing techniques",
183
+ "smocking": "textile finishing, manufacturing techniques",
184
+ "snakeskin (pattern)": "animal",
185
+ "square (neckline)": "neckline type",
186
+ "stand-away (collar)": "nickname",
187
+ "straight": "silhouette",
188
+ "straight across (neck)": "neckline type",
189
+ "stripe": "textile pattern",
190
+ "sundress": "nickname",
191
+ "surplice (neck)": "neckline type",
192
+ "sweater (dress)": "nickname",
193
+ "sweatpants": "nickname",
194
+ "sweetheart (neckline)": "neckline type",
195
+ "symmetrical": "silhouette",
196
+ "tank (top)": "nickname",
197
+ "teddy bear (coat)": "nickname",
198
+ "tent": "silhouette",
199
+ "three quarter (length)": "length",
200
+ "tiered": "textile finishing, manufacturing techniques",
201
+ "tight (fit)": "silhouette",
202
+ "toile de jouy": "textile pattern",
203
+ "track (jacket)": "nickname",
204
+ "trench (coat)": "nickname",
205
+ "trucker (jacket)": "nickname",
206
+ "trumpet": "silhouette",
207
+ "tube (top)": "nickname",
208
+ "tulip (sleeve)": "nickname",
209
+ "tunic (dress)": "nickname",
210
+ "tunic (top)": "nickname",
211
+ "turtle (neck)": "neckline type",
212
+ "tuxedo (jacket)": "nickname",
213
+ "u-neck": "neckline type",
214
+ "undershirt": "nickname",
215
+ "v-neck": "neckline type",
216
+ "washed": "textile finishing, manufacturing techniques",
217
+ "welt (pocket)": "nickname",
218
+ "wide leg": "silhouette",
219
+ "wrap (coat)": "nickname",
220
+ "wrap (dress)": "nickname",
221
+ "wrapping": "opening type",
222
+ "wrist-length": "length",
223
+ "zip-up": "opening type"
224
+ },
225
+ "dtype": "float32",
226
+ "id2label": {
227
+ "0": "no non-textile material",
228
+ "1": "symmetrical",
229
+ "2": "plain (pattern)",
230
+ "3": "set-in sleeve",
231
+ "4": "no special manufacturing technique",
232
+ "5": "wrist-length",
233
+ "6": "normal waist",
234
+ "7": "regular (fit)",
235
+ "8": "no waistline",
236
+ "9": "above-the-hip (length)",
237
+ "10": "zip-up",
238
+ "11": "tight (fit)",
239
+ "12": "short (length)",
240
+ "13": "single breasted",
241
+ "14": "high waist",
242
+ "15": "lining",
243
+ "16": "hip (length)",
244
+ "17": "mini (length)",
245
+ "18": "maxi (length)",
246
+ "19": "fly (opening)",
247
+ "20": "printed",
248
+ "21": "straight",
249
+ "22": "three quarter (length)",
250
+ "23": "round (neck)",
251
+ "24": "classic (t-shirt)",
252
+ "25": "welt (pocket)",
253
+ "26": "floor (length)",
254
+ "27": "flap (pocket)",
255
+ "28": "gown",
256
+ "29": "patch (pocket)",
257
+ "30": "curved (pocket)",
258
+ "31": "shirt (collar)",
259
+ "32": "loose (fit)",
260
+ "33": "gathering",
261
+ "34": "no opening",
262
+ "35": "slash (pocket)",
263
+ "36": "above-the-knee (length)",
264
+ "37": "a-line",
265
+ "38": "washed",
266
+ "39": "jeans",
267
+ "40": "low waist",
268
+ "41": "floral",
269
+ "42": "pencil",
270
+ "43": "fit and flare",
271
+ "44": "micro (length)",
272
+ "45": "elbow-length",
273
+ "46": "dropped-shoulder sleeve",
274
+ "47": "v-neck",
275
+ "48": "oval (neck)",
276
+ "49": "plastic",
277
+ "50": "stripe",
278
+ "51": "blazer",
279
+ "52": "scoop (neck)",
280
+ "53": "cap (sleeve)",
281
+ "54": "knee (length)",
282
+ "55": "notched (lapel)",
283
+ "56": "straight across (neck)",
284
+ "57": "pleat",
285
+ "58": "check",
286
+ "59": "midi",
287
+ "60": "asymmetrical",
288
+ "61": "tank (top)",
289
+ "62": "applique(a)",
290
+ "63": "sheath (dress)",
291
+ "64": "bead(a)",
292
+ "65": "raglan (sleeve)",
293
+ "66": "boat (neck)",
294
+ "67": "leggings",
295
+ "68": "sweetheart (neckline)",
296
+ "69": "sheath (skirt)",
297
+ "70": "letters, numbers",
298
+ "71": "short (shorts)",
299
+ "72": "shift (dress)",
300
+ "73": "below the knee (length)",
301
+ "74": "abstract",
302
+ "75": "circle",
303
+ "76": "regular (collar)",
304
+ "77": "ruched",
305
+ "78": "skater (dress)",
306
+ "79": "geometric",
307
+ "80": "flare",
308
+ "81": "bodycon (dress)",
309
+ "82": "metal",
310
+ "83": "crop (top)",
311
+ "84": "dot",
312
+ "85": "biker (jacket)",
313
+ "86": "camisole",
314
+ "87": "u-neck",
315
+ "88": "wrapping",
316
+ "89": "slit",
317
+ "90": "dolman (sleeve), batwing (sleeve)",
318
+ "91": "plunging (neckline)",
319
+ "92": "puff (sleeve)",
320
+ "93": "bell",
321
+ "94": "asymmetric (neckline)",
322
+ "95": "peg",
323
+ "96": "tunic (dress)",
324
+ "97": "cartoon",
325
+ "98": "collarless",
326
+ "99": "dropped waistline",
327
+ "100": "distressed",
328
+ "101": "seam (pocket)",
329
+ "102": "crew (neck)",
330
+ "103": "high (neck)",
331
+ "104": "gem",
332
+ "105": "napoleon (lapel)",
333
+ "106": "banded (collar)",
334
+ "107": "cutout",
335
+ "108": "rivet(a)",
336
+ "109": "trumpet",
337
+ "110": "fur",
338
+ "111": "peak (lapel)",
339
+ "112": "shawl (lapel)",
340
+ "113": "one shoulder",
341
+ "114": "square (neckline)",
342
+ "115": "oversized",
343
+ "116": "mermaid",
344
+ "117": "high low",
345
+ "118": "turtle (neck)",
346
+ "119": "double breasted",
347
+ "120": "halter (neck)",
348
+ "121": "kimono (sleeve)",
349
+ "122": "halter (dress)",
350
+ "123": "wide leg",
351
+ "124": "off-the-shoulder",
352
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+ {
1137
+ "attribute": "lounge (shorts)",
1138
+ "eval_support": 9,
1139
+ "AP": 0.0878,
1140
+ "F1@t": 0.0
1141
+ },
1142
+ {
1143
+ "attribute": "ruched",
1144
+ "eval_support": 35,
1145
+ "AP": 0.0869,
1146
+ "F1@t": 0.0
1147
+ },
1148
+ {
1149
+ "attribute": "balloon",
1150
+ "eval_support": 5,
1151
+ "AP": 0.0831,
1152
+ "F1@t": 0.0
1153
+ },
1154
+ {
1155
+ "attribute": "polo (shirt)",
1156
+ "eval_support": 2,
1157
+ "AP": 0.0799,
1158
+ "F1@t": 0.0
1159
+ },
1160
+ {
1161
+ "attribute": "scoop (neck)",
1162
+ "eval_support": 6,
1163
+ "AP": 0.0757,
1164
+ "F1@t": 0.0
1165
+ },
1166
+ {
1167
+ "attribute": "chevron",
1168
+ "eval_support": 7,
1169
+ "AP": 0.0638,
1170
+ "F1@t": 0.0
1171
+ },
1172
+ {
1173
+ "attribute": "metal",
1174
+ "eval_support": 18,
1175
+ "AP": 0.049,
1176
+ "F1@t": 0.0
1177
+ },
1178
+ {
1179
+ "attribute": "raglan (sleeve)",
1180
+ "eval_support": 24,
1181
+ "AP": 0.0466,
1182
+ "F1@t": 0.0
1183
+ },
1184
+ {
1185
+ "attribute": "plant",
1186
+ "eval_support": 8,
1187
+ "AP": 0.0437,
1188
+ "F1@t": 0.0
1189
+ },
1190
+ {
1191
+ "attribute": "norfolk (jacket)",
1192
+ "eval_support": 1,
1193
+ "AP": 0.0417,
1194
+ "F1@t": 0.0
1195
+ },
1196
+ {
1197
+ "attribute": "lace up",
1198
+ "eval_support": 14,
1199
+ "AP": 0.0406,
1200
+ "F1@t": 0.0
1201
+ },
1202
+ {
1203
+ "attribute": "perforated",
1204
+ "eval_support": 4,
1205
+ "AP": 0.0368,
1206
+ "F1@t": 0.0
1207
+ },
1208
+ {
1209
+ "attribute": "cutout",
1210
+ "eval_support": 12,
1211
+ "AP": 0.0358,
1212
+ "F1@t": 0.0
1213
+ },
1214
+ {
1215
+ "attribute": "cargo (pocket)",
1216
+ "eval_support": 3,
1217
+ "AP": 0.0324,
1218
+ "F1@t": 0.0
1219
+ },
1220
+ {
1221
+ "attribute": "poet (sleeve)",
1222
+ "eval_support": 9,
1223
+ "AP": 0.0321,
1224
+ "F1@t": 0.0
1225
+ },
1226
+ {
1227
+ "attribute": "toile de jouy",
1228
+ "eval_support": 3,
1229
+ "AP": 0.0295,
1230
+ "F1@t": 0.0
1231
+ },
1232
+ {
1233
+ "attribute": "smocking",
1234
+ "eval_support": 7,
1235
+ "AP": 0.0247,
1236
+ "F1@t": 0.0
1237
+ },
1238
+ {
1239
+ "attribute": "cheetah",
1240
+ "eval_support": 3,
1241
+ "AP": 0.0099,
1242
+ "F1@t": 0.0
1243
+ },
1244
+ {
1245
+ "attribute": "polo (collar)",
1246
+ "eval_support": 1,
1247
+ "AP": 0.0093,
1248
+ "F1@t": 0.0
1249
+ },
1250
+ {
1251
+ "attribute": "puffer (jacket)",
1252
+ "eval_support": 2,
1253
+ "AP": 0.0082,
1254
+ "F1@t": 0.0
1255
+ },
1256
+ {
1257
+ "attribute": "argyle",
1258
+ "eval_support": 2,
1259
+ "AP": 0.0067,
1260
+ "F1@t": 0.0
1261
+ },
1262
+ {
1263
+ "attribute": "illusion (neck)",
1264
+ "eval_support": 3,
1265
+ "AP": 0.0062,
1266
+ "F1@t": 0.0
1267
+ },
1268
+ {
1269
+ "attribute": "burnout",
1270
+ "eval_support": 1,
1271
+ "AP": 0.0029,
1272
+ "F1@t": 0.0
1273
+ },
1274
+ {
1275
+ "attribute": "seam (pocket)",
1276
+ "eval_support": 0,
1277
+ "AP": null,
1278
+ "F1@t": null
1279
+ },
1280
+ {
1281
+ "attribute": "queen anne (neck)",
1282
+ "eval_support": 0,
1283
+ "AP": null,
1284
+ "F1@t": null
1285
+ },
1286
+ {
1287
+ "attribute": "peplum",
1288
+ "eval_support": 0,
1289
+ "AP": null,
1290
+ "F1@t": null
1291
+ },
1292
+ {
1293
+ "attribute": "keyhole (neck)",
1294
+ "eval_support": 0,
1295
+ "AP": null,
1296
+ "F1@t": null
1297
+ },
1298
+ {
1299
+ "attribute": "choker (neck)",
1300
+ "eval_support": 0,
1301
+ "AP": null,
1302
+ "F1@t": null
1303
+ },
1304
+ {
1305
+ "attribute": "crossover (neck)",
1306
+ "eval_support": 0,
1307
+ "AP": null,
1308
+ "F1@t": null
1309
+ }
1310
+ ]
per_attribute.md ADDED
@@ -0,0 +1,220 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ | Attribute | AP | F1@0.50 | eval support |
2
+ |---|---|---|---|
3
+ | plain (pattern) | 0.9767 | 0.9404 | 1527 |
4
+ | no non-textile material | 0.9764 | 0.9446 | 1767 |
5
+ | wrist-length | 0.973 | 0.9055 | 639 |
6
+ | symmetrical | 0.9654 | 0.945 | 1876 |
7
+ | curved (pocket) | 0.9522 | 0.9333 | 15 |
8
+ | short (length) | 0.9297 | 0.8485 | 165 |
9
+ | fly (opening) | 0.9165 | 0.8136 | 295 |
10
+ | jeans | 0.9126 | 0.7812 | 108 |
11
+ | leggings | 0.9066 | 0.7742 | 90 |
12
+ | flap (pocket) | 0.8944 | 0.7692 | 28 |
13
+ | maxi (length) | 0.8866 | 0.83 | 255 |
14
+ | short (shorts) | 0.872 | 0.8387 | 65 |
15
+ | gown | 0.866 | 0.7543 | 97 |
16
+ | fur | 0.8632 | 0.8235 | 29 |
17
+ | patch (pocket) | 0.8558 | 0.7129 | 48 |
18
+ | bermuda (shorts) | 0.8534 | 0.25 | 7 |
19
+ | floor (length) | 0.8403 | 0.7273 | 119 |
20
+ | above-the-hip (length) | 0.8386 | 0.7639 | 498 |
21
+ | set-in sleeve | 0.8376 | 0.8009 | 651 |
22
+ | washed | 0.8372 | 0.7404 | 130 |
23
+ | mini (length) | 0.8316 | 0.7341 | 335 |
24
+ | crop (top) | 0.817 | 0.7027 | 45 |
25
+ | zip-up | 0.8161 | 0.7485 | 493 |
26
+ | no waistline | 0.8118 | 0.7113 | 523 |
27
+ | trucker (jacket) | 0.8079 | 0.7097 | 17 |
28
+ | no special manufacturing technique | 0.799 | 0.7193 | 1129 |
29
+ | sheath (skirt) | 0.798 | 0.6903 | 64 |
30
+ | biker (jacket) | 0.7915 | 0.7077 | 37 |
31
+ | single breasted | 0.788 | 0.7087 | 229 |
32
+ | sweetheart (neckline) | 0.787 | 0.7083 | 27 |
33
+ | classic (t-shirt) | 0.7857 | 0.6278 | 135 |
34
+ | shawl (lapel) | 0.7829 | 0.6452 | 20 |
35
+ | cowl (neck) | 0.7769 | 0.5714 | 5 |
36
+ | check | 0.7735 | 0.7273 | 54 |
37
+ | napoleon (lapel) | 0.7725 | 0.6087 | 28 |
38
+ | mermaid | 0.7547 | 0.6667 | 18 |
39
+ | tight (fit) | 0.7494 | 0.6431 | 430 |
40
+ | culottes | 0.7486 | 0.5 | 6 |
41
+ | shirt (collar) | 0.7452 | 0.716 | 39 |
42
+ | notched (lapel) | 0.7409 | 0.6737 | 50 |
43
+ | cap (sleeve) | 0.7235 | 0.5161 | 44 |
44
+ | blazer | 0.7179 | 0.551 | 67 |
45
+ | stripe | 0.7041 | 0.6104 | 94 |
46
+ | frayed | 0.688 | 0.5714 | 21 |
47
+ | wide leg | 0.6835 | 0.5217 | 33 |
48
+ | skater (dress) | 0.6806 | 0.5373 | 42 |
49
+ | v-neck | 0.6798 | 0.6486 | 59 |
50
+ | plunging (neckline) | 0.6793 | 0.6383 | 27 |
51
+ | regular (fit) | 0.6784 | 0.6348 | 619 |
52
+ | tube (top) | 0.6702 | 0.56 | 17 |
53
+ | printed | 0.6701 | 0.6078 | 104 |
54
+ | micro (length) | 0.662 | 0.5235 | 103 |
55
+ | midi | 0.656 | 0.6 | 71 |
56
+ | pencil | 0.6468 | 0.5339 | 133 |
57
+ | off-the-shoulder | 0.6378 | 0.5455 | 8 |
58
+ | oval (neck) | 0.6352 | 0.5225 | 66 |
59
+ | oversized (lapel) | 0.6269 | 0.6429 | 16 |
60
+ | tank (top) | 0.6193 | 0.5693 | 77 |
61
+ | bodycon (dress) | 0.6109 | 0.4478 | 49 |
62
+ | regular (collar) | 0.6032 | 0.5283 | 30 |
63
+ | distressed | 0.5961 | 0.4898 | 32 |
64
+ | leopard | 0.5829 | 0.0 | 7 |
65
+ | rah-rah (skirt) | 0.5823 | 0.1429 | 12 |
66
+ | floral | 0.5715 | 0.5346 | 124 |
67
+ | three quarter (length) | 0.5652 | 0.5551 | 106 |
68
+ | camisole | 0.565 | 0.4667 | 41 |
69
+ | slash (pocket) | 0.5586 | 0.3529 | 11 |
70
+ | roll-up (shorts) | 0.5563 | 0.0 | 4 |
71
+ | peter pan (collar) | 0.5535 | 0.4444 | 7 |
72
+ | turtle (neck) | 0.5504 | 0.6154 | 14 |
73
+ | one shoulder | 0.5456 | 0.5556 | 11 |
74
+ | dirndl (skirt) | 0.5424 | 0.3636 | 18 |
75
+ | shirt (dress) | 0.5402 | 0.3333 | 17 |
76
+ | boat (neck) | 0.54 | 0.0 | 2 |
77
+ | plastic | 0.5299 | 0.2769 | 54 |
78
+ | teddy bear (coat) | 0.5255 | 0.3333 | 3 |
79
+ | ball gown (skirt) | 0.5255 | 0.5 | 3 |
80
+ | bootcut | 0.5196 | 0.2857 | 16 |
81
+ | normal waist | 0.5171 | 0.4872 | 599 |
82
+ | sailor (shirt) | 0.5145 | 0.3333 | 6 |
83
+ | elbow-length | 0.5086 | 0.3796 | 88 |
84
+ | dot | 0.5072 | 0.4561 | 41 |
85
+ | welt (pocket) | 0.5056 | 0.4 | 4 |
86
+ | fit and flare | 0.501 | 0.3913 | 60 |
87
+ | tuxedo (jacket) | 0.5 | 0.0 | 1 |
88
+ | loose (fit) | 0.4977 | 0.3114 | 218 |
89
+ | lining | 0.4949 | 0.408 | 75 |
90
+ | above-the-knee (length) | 0.491 | 0.439 | 83 |
91
+ | shift (dress) | 0.489 | 0.475 | 48 |
92
+ | straight | 0.4853 | 0.3202 | 236 |
93
+ | knee (length) | 0.4795 | 0.3793 | 66 |
94
+ | square (neckline) | 0.4767 | 0.4706 | 11 |
95
+ | high waist | 0.4721 | 0.4343 | 304 |
96
+ | double breasted | 0.4657 | 0.4103 | 27 |
97
+ | dropped waistline | 0.4605 | 0.102 | 91 |
98
+ | straight across (neck) | 0.4563 | 0.4375 | 18 |
99
+ | capri (pants) | 0.4511 | 0.4 | 3 |
100
+ | slit | 0.4505 | 0.3556 | 30 |
101
+ | collarless | 0.45 | 0.4 | 3 |
102
+ | round (neck) | 0.4476 | 0.3333 | 17 |
103
+ | sheath (dress) | 0.4452 | 0.48 | 50 |
104
+ | gathering | 0.4444 | 0.3382 | 154 |
105
+ | below the knee (length) | 0.4397 | 0.2623 | 47 |
106
+ | oversized (collar) | 0.4373 | 0.2857 | 10 |
107
+ | hip (length) | 0.4334 | 0.4229 | 144 |
108
+ | tent | 0.4171 | 0.08 | 24 |
109
+ | skater (skirt) | 0.4159 | 0.2105 | 15 |
110
+ | wrap (coat) | 0.4155 | 0.2857 | 5 |
111
+ | sailor (pants) | 0.4133 | 0.1379 | 25 |
112
+ | asymmetrical | 0.4108 | 0.1667 | 76 |
113
+ | hobble (skirt) | 0.4104 | 0.4 | 9 |
114
+ | blanket (coat) | 0.4047 | 0.2308 | 22 |
115
+ | halter (top) | 0.4029 | 0.1 | 19 |
116
+ | hip-huggers (pants) | 0.4015 | 0.3333 | 4 |
117
+ | u-neck | 0.4013 | 0.303 | 26 |
118
+ | trench (coat) | 0.3862 | 0.2857 | 12 |
119
+ | surplice (neck) | 0.3832 | 0.25 | 5 |
120
+ | flare | 0.3801 | 0.3333 | 22 |
121
+ | geometric | 0.3769 | 0.274 | 58 |
122
+ | kimono (sleeve) | 0.3769 | 0.4615 | 5 |
123
+ | pea (coat) | 0.3721 | 0.0 | 8 |
124
+ | halter (neck) | 0.37 | 0.0 | 8 |
125
+ | kaftan | 0.3604 | 0.0 | 7 |
126
+ | a-line | 0.3596 | 0.3473 | 101 |
127
+ | dropped-shoulder sleeve | 0.3582 | 0.3415 | 60 |
128
+ | peak (lapel) | 0.3554 | 0.3636 | 7 |
129
+ | high low | 0.3545 | 0.4242 | 18 |
130
+ | asymmetric (neckline) | 0.3495 | 0.4167 | 15 |
131
+ | curved (fit) | 0.3405 | 0.0 | 12 |
132
+ | high (neck) | 0.3373 | 0.0 | 6 |
133
+ | low waist | 0.3361 | 0.2 | 57 |
134
+ | sweater (dress) | 0.3237 | 0.2667 | 12 |
135
+ | rivet(a) | 0.315 | 0.0 | 47 |
136
+ | crew (neck) | 0.3142 | 0.0 | 5 |
137
+ | gem | 0.3022 | 0.0714 | 27 |
138
+ | circle | 0.3015 | 0.0385 | 46 |
139
+ | bell (sleeve) | 0.3013 | 0.0 | 29 |
140
+ | paisley | 0.2984 | 0.0 | 19 |
141
+ | snakeskin (pattern) | 0.2983 | 0.0 | 4 |
142
+ | bomber (jacket) | 0.2976 | 0.0 | 9 |
143
+ | abstract | 0.2957 | 0.092 | 80 |
144
+ | sleeveless | 0.2917 | 0.0 | 2 |
145
+ | kangaroo (pocket) | 0.289 | 0.25 | 6 |
146
+ | peg | 0.2835 | 0.2424 | 26 |
147
+ | bell | 0.2811 | 0.1714 | 32 |
148
+ | basque (wasitline) | 0.2781 | 0.0 | 16 |
149
+ | trumpet | 0.2779 | 0.0541 | 34 |
150
+ | applique(a) | 0.2772 | 0.2947 | 66 |
151
+ | quilted | 0.2734 | 0.0 | 13 |
152
+ | cartoon | 0.2727 | 0.0833 | 22 |
153
+ | peasant (top) | 0.2694 | 0.0 | 10 |
154
+ | pleat | 0.2638 | 0.1681 | 97 |
155
+ | bishop (sleeve) | 0.261 | 0.125 | 15 |
156
+ | slip (dress) | 0.2536 | 0.0667 | 29 |
157
+ | crop (jacket) | 0.25 | 0.0 | 1 |
158
+ | puff (sleeve) | 0.2491 | 0.087 | 39 |
159
+ | sequin(a) | 0.2468 | 0.1538 | 11 |
160
+ | halter (dress) | 0.2449 | 0.2 | 18 |
161
+ | mandarin (collar) | 0.241 | 0.0 | 5 |
162
+ | camouflage | 0.2393 | 0.0 | 7 |
163
+ | no opening | 0.2268 | 0.3265 | 50 |
164
+ | blouson (dress) | 0.2266 | 0.0 | 7 |
165
+ | sundress | 0.2263 | 0.0 | 8 |
166
+ | stand-away (collar) | 0.2226 | 0.0 | 11 |
167
+ | raglan (t-shirt) | 0.2222 | 0.0 | 6 |
168
+ | empire waistline | 0.2206 | 0.0 | 35 |
169
+ | wrap (dress) | 0.2189 | 0.0 | 6 |
170
+ | undershirt | 0.2113 | 0.0 | 10 |
171
+ | crop (pants) | 0.2001 | 0.3077 | 8 |
172
+ | tiered | 0.1917 | 0.1176 | 16 |
173
+ | parka | 0.1909 | 0.0 | 5 |
174
+ | jumper (dress) | 0.1862 | 0.0 | 27 |
175
+ | wrapping | 0.183 | 0.1818 | 17 |
176
+ | peg (pants) | 0.1809 | 0.0 | 11 |
177
+ | circular flounce (sleeve) | 0.1741 | 0.0 | 11 |
178
+ | banded (collar) | 0.1731 | 0.2857 | 4 |
179
+ | tulip (sleeve) | 0.1679 | 0.0 | 19 |
180
+ | track (jacket) | 0.1621 | 0.0 | 16 |
181
+ | hoodie | 0.1564 | 0.0 | 7 |
182
+ | bead(a) | 0.1472 | 0.0645 | 18 |
183
+ | rubber | 0.1472 | 0.0 | 9 |
184
+ | tunic (top) | 0.1438 | 0.0 | 14 |
185
+ | sweatpants | 0.1388 | 0.0 | 4 |
186
+ | leg of mutton (sleeve) | 0.1379 | 0.0 | 16 |
187
+ | fair isle | 0.133 | 0.0 | 10 |
188
+ | letters, numbers | 0.1227 | 0.1818 | 9 |
189
+ | oversized | 0.1148 | 0.0 | 19 |
190
+ | tunic (dress) | 0.1124 | 0.0 | 24 |
191
+ | dolman (sleeve), batwing (sleeve) | 0.1016 | 0.0 | 32 |
192
+ | lounge (shorts) | 0.0878 | 0.0 | 9 |
193
+ | ruched | 0.0869 | 0.0 | 35 |
194
+ | balloon | 0.0831 | 0.0 | 5 |
195
+ | polo (shirt) | 0.0799 | 0.0 | 2 |
196
+ | scoop (neck) | 0.0757 | 0.0 | 6 |
197
+ | chevron | 0.0638 | 0.0 | 7 |
198
+ | metal | 0.049 | 0.0 | 18 |
199
+ | raglan (sleeve) | 0.0466 | 0.0 | 24 |
200
+ | plant | 0.0437 | 0.0 | 8 |
201
+ | norfolk (jacket) | 0.0417 | 0.0 | 1 |
202
+ | lace up | 0.0406 | 0.0 | 14 |
203
+ | perforated | 0.0368 | 0.0 | 4 |
204
+ | cutout | 0.0358 | 0.0 | 12 |
205
+ | cargo (pocket) | 0.0324 | 0.0 | 3 |
206
+ | poet (sleeve) | 0.0321 | 0.0 | 9 |
207
+ | toile de jouy | 0.0295 | 0.0 | 3 |
208
+ | smocking | 0.0247 | 0.0 | 7 |
209
+ | cheetah | 0.0099 | 0.0 | 3 |
210
+ | polo (collar) | 0.0093 | 0.0 | 1 |
211
+ | puffer (jacket) | 0.0082 | 0.0 | 2 |
212
+ | argyle | 0.0067 | 0.0 | 2 |
213
+ | illusion (neck) | 0.0062 | 0.0 | 3 |
214
+ | burnout | 0.0029 | 0.0 | 1 |
215
+ | seam (pocket) | None | None | 0 |
216
+ | queen anne (neck) | None | None | 0 |
217
+ | peplum | None | None | 0 |
218
+ | keyhole (neck) | None | None | 0 |
219
+ | choker (neck) | None | None | 0 |
220
+ | crossover (neck) | None | None | 0 |
preprocessor_config.json ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "do_convert_rgb": null,
3
+ "do_normalize": true,
4
+ "do_rescale": true,
5
+ "do_resize": true,
6
+ "image_mean": [
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+ 0.5,
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+ 0.5,
9
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+ ],
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+ "image_processor_type": "SiglipImageProcessor",
12
+ "image_std": [
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+ 0.5,
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+ 0.5,
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+ ],
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+ "resample": 2,
18
+ "rescale_factor": 0.00392156862745098,
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+ "size": {
20
+ "height": 224,
21
+ "width": 224
22
+ }
23
+ }
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:859d3d3c32e5e3c6935f7389bbe2c63bdbc8beb4f36d9295068b3c290ccd3b1f
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+ size 5201