Zero-Shot Image Classification
OpenCLIP
Safetensors
fashion
retrieval
text-to-image
siglip2
e-commerce
moda
Eval Results (legacy)
Instructions to use HopitAI/moda-pro-lite with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- OpenCLIP
How to use HopitAI/moda-pro-lite with OpenCLIP:
import open_clip model, preprocess_train, preprocess_val = open_clip.create_model_and_transforms('hf-hub:HopitAI/moda-pro-lite') tokenizer = open_clip.get_tokenizer('hf-hub:HopitAI/moda-pro-lite') - Notebooks
- Google Colab
- Kaggle
card: add booking link for pilots and catalog evaluation
Browse files
README.md
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Measured on six academic fashion benchmarks (DeepFashion In-Shop, DeepFashion Multimodal, Fashion200K, Polyvore, Atlas, KAGL) at **full corpus** — no gallery subsampling — plus H&M (10K, MRR) and ZooClaw-Fashion (12K, MAP@10), all through one open harness with identical preprocessing per model. Where Pro Lite loses (instance retrieval, caption-style sets), the card for [MODA](https://huggingface.co/HopitAI/moda-fashionsiglip-multiview-203m) shows the stronger pick — see the [full comparison](https://hopit-ai.github.io/Moda/) rather than a cherry-picked subset.
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## Citation
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```bibtex
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Measured on six academic fashion benchmarks (DeepFashion In-Shop, DeepFashion Multimodal, Fashion200K, Polyvore, Atlas, KAGL) at **full corpus** — no gallery subsampling — plus H&M (10K, MRR) and ZooClaw-Fashion (12K, MAP@10), all through one open harness with identical preprocessing per model. Where Pro Lite loses (instance retrieval, caption-style sets), the card for [MODA](https://huggingface.co/HopitAI/moda-fashionsiglip-multiview-203m) shows the stronger pick — see the [full comparison](https://hopit-ai.github.io/Moda/) rather than a cherry-picked subset.
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## Using this in production
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MODA Pro Lite is free to use under Apache-2.0. If you want the hosted MODA Pro,
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help evaluating on your own catalog, or a pilot, [book a call](https://calendly.com/arkid_/new-meeting?back=1) — we bring
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specific examples from your category and a proposed pilot shape.
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## Citation
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```bibtex
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