Image Classification on SIIM-ACR
86.15AccuracyM&M
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| M&Mprotocol=zero-shot2024.07 | 86.15 | 71.58 | 91.15 | |
| PRIORprotocol=zero-shot2024.07 | 84.44 | 70.11 | 86.62 | |
| MedKLIPprotocol=zero-shot2024.07 | 84.28 | 68.33 | 89.24 | |
| BioViLprotocol=zero-shot2024.07 | 69.09 | 48.55 | 70.79 | |
| GazeWorldProtocol=Zero-shot2026.05 | 66.59 | 63.26 | 64.29 | |
| Original-GazeGaze Logic=Original temporal order, Evaluation=Zero-shot2026.03 | 64.07 | 61.89 | — | |
| EGMAEvaluation=Zero-shot2026.03 | 63.62 | 61.46 | — | |
| EGMAProtocol=Zero-shot2026.05 | 63.24 | 61.04 | 59.79 | |
| Shuffled-GazeGaze Logic=Permuted list, Evaluation=Zero-shot2026.03 | 61.62 | 58.46 | — | |
| Random-GazeGaze Logic=Random indices, Evaluation=Zero-shot2026.03 | 60.31 | 57.72 | — | |
| SFTBackbone=Qwen2.5VL-7B-SFT, Evaluation=Zero-shot2026.03 | 60.03 | 55.45 | — | |
| MedCLIPEvaluation=Zero-shot2026.03 | 58.76 | 59.16 | — | |
| SFT-HeatmapBackbone=Qwen2.5VL-7B-SFT, Gaze Representation=Heatmap, Evaluation=Zero-shot2026.03 | 58.4 | 57.85 | — | |
| ConVIRTprotocol=zero-shot2024.07 | 57 | 43.29 | 64.31 | |
| MedCLIPProtocol=Zero-shot2026.05 | 56.89 | 55.44 | 56.17 | |
| VanillaBackbone=Qwen2.5VL-7B, Evaluation=Zero-shot2026.03 | 50.12 | 37.66 | — | |
| CLIPProtocol=Zero-shot2026.05 | 46.11 | 40.13 | 42.13 | |
| GLORIAprotocol=zero-shot2024.07 | 40.47 | 38.23 | 53.42 | |
| MGCAProtocol=Zero-shot2026.05 | 38.45 | 34.95 | 36.6 | |
| EGMASetting=Zero-shot2024.03 | 0.6362 | 0.6146 | — | |
| MedCLIPSetting=Zero-shot2024.03 | 0.584 | 0.5785 | — | |
| PRIORSetting=Zero-shot2024.03 | 0.5 | 0.3333 | — | |
| CLIPSetting=Zero-shot2024.03 | 0.4939 | 0.4798 | — | |
| MGCASetting=Zero-shot2024.03 | 0.3003 | 0.2545 | — | |
| GLORIASetting=Zero-shot2024.03 | 0.2257 | 0.2257 | — |