Image Classification
OpenCLIP
Joblib
Safetensors
English
fashion
attribute-extraction
product-attributes
catalog-enrichment
e-commerce
computer-vision
multi-label-classification
siglip
moda-ner
benchmark
reproducibility
non-commercial
applicability
Eval Results (legacy)
Instructions to use HopitAI/moda-ner-v-fullbody with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- OpenCLIP
How to use HopitAI/moda-ner-v-fullbody with OpenCLIP:
import open_clip model, preprocess_train, preprocess_val = open_clip.create_model_and_transforms('hf-hub:HopitAI/moda-ner-v-fullbody') tokenizer = open_clip.get_tokenizer('hf-hub:HopitAI/moda-ner-v-fullbody') - Notebooks
- Google Colab
- Kaggle
Download thresholds.json from HopitAI/moda-ner-v-fullbody: direct link, hf CLI and curl.
- Browser
- Download file 2.34 kB
-
https://huggingface.co/HopitAI/moda-ner-v-fullbody/resolve/main/thresholds.json
- Command line
-
hf download hf://HopitAI/moda-ner-v-fullbody/thresholds.json
-
curl -L -o thresholds.json https://huggingface.co/HopitAI/moda-ner-v-fullbody/resolve/main/thresholds.json
2.34 kB
| { | |
| "glasses": { | |
| "applicability": 0.65, | |
| "calibration_fixed_vocabulary_macro_f1": 0.369034572733, | |
| "value": 0.0 | |
| }, | |
| "hat": { | |
| "applicability": 0.9, | |
| "calibration_fixed_vocabulary_macro_f1": 0.738944964023, | |
| "value": 0.0 | |
| }, | |
| "lower_clothing_length": { | |
| "applicability": 0.45, | |
| "calibration_fixed_vocabulary_macro_f1": 0.857054490096, | |
| "value": 0.0 | |
| }, | |
| "lower_fabric": { | |
| "applicability": 0.9, | |
| "calibration_fixed_vocabulary_macro_f1": 0.336576538704, | |
| "value": 0.0 | |
| }, | |
| "lower_pattern": { | |
| "applicability": 0.95, | |
| "calibration_fixed_vocabulary_macro_f1": 0.397668611128, | |
| "value": 0.0 | |
| }, | |
| "neckline": { | |
| "applicability": 0.35, | |
| "calibration_fixed_vocabulary_macro_f1": 0.671539470428, | |
| "value": 0.0 | |
| }, | |
| "neckwear": { | |
| "applicability": 0.65, | |
| "calibration_fixed_vocabulary_macro_f1": 0.699895549286, | |
| "value": 0.0 | |
| }, | |
| "outer_clothing_cardigan": { | |
| "applicability": 0.0, | |
| "calibration_fixed_vocabulary_macro_f1": 0.91847826087, | |
| "value": 0.0 | |
| }, | |
| "outer_fabric": { | |
| "applicability": 0.55, | |
| "calibration_fixed_vocabulary_macro_f1": 0.584602070458, | |
| "value": 0.0 | |
| }, | |
| "outer_pattern": { | |
| "applicability": 0.4, | |
| "calibration_fixed_vocabulary_macro_f1": 0.418367102045, | |
| "value": 0.0 | |
| }, | |
| "ring": { | |
| "applicability": 0.7, | |
| "calibration_fixed_vocabulary_macro_f1": 0.61678271647, | |
| "value": 0.0 | |
| }, | |
| "sleeve_length": { | |
| "applicability": 0.0, | |
| "calibration_fixed_vocabulary_macro_f1": 0.833601297794, | |
| "value": 0.0 | |
| }, | |
| "socks": { | |
| "applicability": 0.45, | |
| "calibration_fixed_vocabulary_macro_f1": 0.65511238576, | |
| "value": 0.0 | |
| }, | |
| "upper_clothing_covering_navel": { | |
| "applicability": 0.75, | |
| "calibration_fixed_vocabulary_macro_f1": 0.931086935017, | |
| "value": 0.0 | |
| }, | |
| "upper_fabric": { | |
| "applicability": 0.65, | |
| "calibration_fixed_vocabulary_macro_f1": 0.314484551015, | |
| "value": 0.0 | |
| }, | |
| "upper_pattern": { | |
| "applicability": 0.8, | |
| "calibration_fixed_vocabulary_macro_f1": 0.551774488216, | |
| "value": 0.0 | |
| }, | |
| "waist_accessories": { | |
| "applicability": 0.6, | |
| "calibration_fixed_vocabulary_macro_f1": 0.605431413608, | |
| "value": 0.0 | |
| }, | |
| "wrist_wearing": { | |
| "applicability": 0.8, | |
| "calibration_fixed_vocabulary_macro_f1": 0.588448337211, | |
| "value": 0.0 | |
| } | |
| } | |