Text-Image Retrieval on SlideBench
13.92Recall@1PathFLIP (Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PathFLIP (Ours)Batch size=64, Zero-shot=true2025.12 | 13.92 | — | 59.03 | |
| PathFLIP (w/o T-R Atten.)Batch size=64, Zero-shot=true2025.12 | 8.61 | 32.49 | 49.79 | |
| PathFLIP (w/o Slide Q-Former)Batch size=64, Zero-shot=true2025.12 | 8.11 | 33.57 | 55.04 | |
| CONCHBatch size=64, Zero-shot=true2025.12 | 5.76 | 27.88 | 43.99 | |
| PathGenBatch size=64, Zero-shot=true2025.12 | 5.35 | 21.39 | 35.81 | |
| Prov-GigaPathBatch size=64, Zero-shot=true2025.12 | 5.28 | 22.35 | 37.25 | |
| MI-ZeroBatch size=64, Zero-shot=true2025.12 | 4.91 | 22.35 | 37.25 | |
| PathFLIP (w/o Region Q-Former)Batch size=64, Zero-shot=true2025.12 | 4.81 | 20.99 | 37.6 | |
| PathAlignBatch size=64, Zero-shot=true2025.12 | 4.32 | 21.39 | 36.29 | |
| PLIPBatch size=64, Zero-shot=true2025.12 | 3.36 | 20.53 | 33.41 |