Research map / Image generation / Text-to-image diffusion
ARTEMIS: Attention-based Retrieval with Text-Explicit Matching and Implicit Similarity
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Combine the IS and EM modules instead of using IS alone (ablation) | ARTEMIS · FashionIQ validation | R@10: 6.18 -> 26.05 | Helped |
| Combine the IS and EM modules instead of using EM alone (ablation) | ARTEMIS · FashionIQ validation | R@10: 15.61 -> 26.05 | Helped |
| Combine the IS and EM modules instead of using IS alone (ablation) | ARTEMIS · Shoes | R@10: 32.63 -> 53.11 | Helped |
| Combine the IS and EM modules instead of using EM alone (ablation) | ARTEMIS · Shoes | R@10: 13.72 -> 53.11 | Helped |
| Combine the IS and EM modules instead of using IS alone (ablation) | ARTEMIS · CIRR validation | R@5: 32.28 -> 48.95 | Helped |
| Combine the IS and EM modules instead of using EM alone (ablation) | ARTEMIS · CIRR validation | R@5: 29.71 -> 48.95 | Helped |
| Use late fusion without attention rather than text-guided attention (ablation) | ARTEMIS · CIRR validation | R@5: 30.94 -> 48.95 | Hurt |
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