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Marqo
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marqo-fashionCLIP

Zero-Shot Image Classification
OpenCLIP
ONNX
Safetensors
Transformers.js
English
clip
e-commerce
fashion
multimodal retrieval
custom_code
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@@ -62,23 +62,23 @@ Average evaluation results on 6 public multimodal fashion datasets ([Atlas](http
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  **Text-To-Image (Averaged across 6 datasets)**
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  | Model | AvgRecall | Recall@1 | Recall@10 | MRR |
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  |----------------------------|-------------|------------|-------------|-----------|
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- | FashionCLIP2.0 | 0.163 | 0.077 | 0.249 | 0.165 |
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  | Marqo-FashionCLIP | **0.192** | **0.094** | **0.290** | **0.200** |
 
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  | OpenFashionCLIP | 0.132 | 0.060 | 0.204 | 0.135 |
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  | ViT-B-16-laion2b_s34b_b88k | 0.174 | 0.088 | 0.261 | 0.180 |
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  **Category-To-Product (Averaged across 5 datasets)**
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  | Model | AvgP | P@1 | P@10 | MRR |
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  |----------------------------|-----------|-----------|-----------|-----------|
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- | FashionCLIP2.0 | 0.684 | 0.681 | **0.686** | 0.741 |
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  | Marqo-FashionCLIP | **0.705** | **0.734** | 0.676 | **0.776** |
 
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  | OpenFashionCLIP | 0.646 | 0.653 | 0.639 | 0.720 |
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  | ViT-B-16-laion2b_s34b_b88k | 0.662 | 0.673 | 0.652 | 0.743 |
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  **Sub-Category-To-Product (Averaged across 4 datasets)**
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  | Model | AvgP | P@1 | P@10 | MRR |
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  |----------------------------|-----------|-----------|-----------|-----------|
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- | FashionCLIP2.0 | 0.657 | 0.676 | 0.638 | 0.733 |
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  | Marqo-FashionCLIP | **0.707** | **0.747** | **0.667** | **0.772** |
 
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  | OpenFashionCLIP | 0.598 | 0.619 | 0.578 | 0.689 |
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  | ViT-B-16-laion2b_s34b_b88k | 0.638 | 0.651 | 0.624 | 0.712 |
 
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  **Text-To-Image (Averaged across 6 datasets)**
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  | Model | AvgRecall | Recall@1 | Recall@10 | MRR |
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  |----------------------------|-------------|------------|-------------|-----------|
 
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  | Marqo-FashionCLIP | **0.192** | **0.094** | **0.290** | **0.200** |
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+ | FashionCLIP2.0 | 0.163 | 0.077 | 0.249 | 0.165 |
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  | OpenFashionCLIP | 0.132 | 0.060 | 0.204 | 0.135 |
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  | ViT-B-16-laion2b_s34b_b88k | 0.174 | 0.088 | 0.261 | 0.180 |
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  **Category-To-Product (Averaged across 5 datasets)**
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  | Model | AvgP | P@1 | P@10 | MRR |
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  |----------------------------|-----------|-----------|-----------|-----------|
 
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  | Marqo-FashionCLIP | **0.705** | **0.734** | 0.676 | **0.776** |
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+ | FashionCLIP2.0 | 0.684 | 0.681 | **0.686** | 0.741 |
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  | OpenFashionCLIP | 0.646 | 0.653 | 0.639 | 0.720 |
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  | ViT-B-16-laion2b_s34b_b88k | 0.662 | 0.673 | 0.652 | 0.743 |
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  **Sub-Category-To-Product (Averaged across 4 datasets)**
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  | Model | AvgP | P@1 | P@10 | MRR |
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  |----------------------------|-----------|-----------|-----------|-----------|
 
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  | Marqo-FashionCLIP | **0.707** | **0.747** | **0.667** | **0.772** |
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+ | FashionCLIP2.0 | 0.657 | 0.676 | 0.638 | 0.733 |
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  | OpenFashionCLIP | 0.598 | 0.619 | 0.578 | 0.689 |
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  | ViT-B-16-laion2b_s34b_b88k | 0.638 | 0.651 | 0.624 | 0.712 |