Image Classification on CheXpert 5x200
62.45AccuracyOriginal-Gaze
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Original-GazeGaze Logic=Original temporal order, Evaluation=Zero-shot2026.03 | 62.45 | 61.73 | — | |
| EGMASetting=Zero-shot2024.03 | 61.3 | 60.38 | — | |
| GazeWorldProtocol=Zero-shot2026.05 | 59.42 | 56.85 | 58.13 | |
| Shuffled-GazeGaze Logic=Permuted list, Evaluation=Zero-shot2026.03 | 59.33 | 57.38 | — | |
| EGMAEvaluation=Zero-shot2026.03 | 59.3 | 60.38 | — | |
| SFT-HeatmapBackbone=Qwen2.5VL-7B-SFT, Gaze Representation=Heatmap, Evaluation=Zero-shot2026.03 | 58.39 | 55.99 | — | |
| MedCLIPSetting=Zero-shot2024.03 | 57.5 | 55.97 | — | |
| MedCLIPEvaluation=Zero-shot2026.03 | 57.5 | 55.97 | — | |
| MedCLIPProtocol=Zero-shot2026.05 | 57.4 | 55.72 | 56.63 | |
| EGMAProtocol=Zero-shot2026.05 | 57.15 | 55.03 | 56.09 | |
| Random-GazeGaze Logic=Random indices, Evaluation=Zero-shot2026.03 | 56.17 | 53.92 | — | |
| SFTBackbone=Qwen2.5VL-7B-SFT, Evaluation=Zero-shot2026.03 | 55.62 | 51.37 | — | |
| MedKCOFramework=FILIP, Zero-shot=true2026.03 | 54.8 | — | — | |
| GLORIASetting=Zero-shot2024.03 | 53.3 | 48.99 | — | |
| MedKCOFramework=CLIP, Zero-shot=true2026.03 | 52.6 | — | — | |
| GLoRIAProtocol=Zero-shot2026.05 | 51.1 | 47.25 | 49.18 | |
| CL-logFramework=CLIP, Zero-shot=true2026.03 | 46.6 | — | — | |
| CL-logitFramework=CLIP, Zero-shot=true2026.03 | 44.3 | — | — | |
| VanillaBackbone=Qwen2.5VL-7B, Evaluation=Zero-shot2026.03 | 43.96 | 41.56 | — | |
| MGCASetting=Zero-shot2024.03 | 43.6 | 41.37 | — | |
| MGCAProtocol=Zero-shot2026.05 | 43.39 | 39.67 | 42.53 | |
| CL-logFramework=FILIP, Zero-shot=true2026.03 | 41.6 | — | — | |
| CL-logitFramework=FILIP, Zero-shot=true2026.03 | 38.9 | — | — | |
| CLIPFramework=CLIP, Zero-shot=true2026.03 | 38.4 | — | — | |
| PRIORSetting=Zero-shot2024.03 | 34.9 | 30.56 | — | |
| FILIPFramework=FILIP, Zero-shot=true2026.03 | 22.7 | — | — | |
| CLIPSetting=Zero-shot2024.03 | 20.1 | 9.12 | — | |
| CLIPProtocol=Zero-shot2026.05 | 19.6 | 10.99 | 15.5 |