Hallucination Detection on HO342 to CD3
53.1HRPNHP, Res.
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NHP, Res.Model=Pix2PixHD2024.11 | 53.1 | — | — | |
| NHP, oursModel=Pix2PixHD2024.11 | 51.3 | — | — | |
| DE, 10 mem.Model=Pix2PixHD2024.11 | 51.2 | — | — | |
| NHP, linearModel=Pix2PixHD2024.11 | 50.6 | — | — | |
| NHP, q = 0Model=Pix2PixHD2024.11 | 50.5 | — | — | |
| NHP, GMMModel=VSGD+pNCE2024.11 | 49.5 | — | — | |
| NHP, oursModel=VSGD+pNCE2024.11 | 49.5 | — | — | |
| NHP, linearModel=VSGD+pNCE2024.11 | 49.4 | — | — | |
| NHP, γ = 0Model=VSGD+pNCE2024.11 | 49.3 | — | — | |
| NHP, Res.Model=VSGD+pNCE2024.11 | 49.3 | — | — | |
| NHP, q = 0Model=VSGD+pNCE2024.11 | 47.2 | — | — | |
| NHP, GMMModel=Pix2PixHD2024.11 | 41.6 | — | — | |
| NHP, OtBModel=Pix2PixHD2024.11 | 40.5 | — | — | |
| NHP, γ = 0Model=Pix2PixHD2024.11 | 40.3 | — | — | |
| NHP, OtBModel=VSGD+pNCE2024.11 | 39.9 | — | — | |
| DE, 10 mem.Model=VSGD+pNCE2024.11 | 36 | — | — | |
| DE, 4 mem.Model=Pix2PixHD2024.11 | 19.6 | — | — | |
| DE, 4 mem.Model=VSGD+pNCE2024.11 | 19.2 | — | — | |
| ALOCCModel=VSGD+pNCE2024.11 | 15.6 | — | — | |
| ALOCCModel=Pix2PixHD2024.11 | -30.8 | — | — | |
| ALOCCVirtual Staining Model=Pix2PixHD2024.11 | — | -25 | — | |
| ALOCCVirtual Staining Model=VSGD+pNCE2024.11 | — | 21.8 | — | |
| ALOCCAggregation=Average across HO342 models and tasks2024.11 | — | — | -2 | |
| DEVirtual Staining Model=Pix2PixHD, Memory Samples=42024.11 | — | 23.1 | — | |
| DEVirtual Staining Model=VSGD+pNCE, Memory Samples=42024.11 | — | 19.6 | — | |
| DEVirtual Staining Model=Pix2PixHD, Memory Samples=102024.11 | — | 46.4 | — | |
| DEVirtual Staining Model=VSGD+pNCE, Memory Samples=102024.11 | — | 35.3 | — | |
| DEAggregation=Average across HO342 models and tasks, Memory Samples=42024.11 | — | — | 20.7 | |
| DEAggregation=Average across HO342 models and tasks, Memory Samples=102024.11 | — | — | 32.9 | |
| NHPVirtual Staining Model=Pix2PixHD, Detector Head Type=linear2024.11 | — | 38.3 | — | |
| NHPVirtual Staining Model=VSGD+pNCE, Detector Head Type=linear2024.11 | — | 48.1 | — | |
| NHPVirtual Staining Model=Pix2PixHD, Detector Head Type=GMM2024.11 | — | 36.8 | — | |
| NHPVirtual Staining Model=VSGD+pNCE, Detector Head Type=GMM2024.11 | — | 49.1 | — | |
| NHPVirtual Staining Model=Pix2PixHD2024.11 | — | 36.9 | — | |
| NHPVirtual Staining Model=VSGD+pNCE2024.11 | — | 49.7 | — | |
| NHPAggregation=Average across HO342 models and tasks, Detector Head Type=linear2024.11 | — | — | 43.5 | |
| NHPAggregation=Average across HO342 models and tasks, Detector Head Type=GMM2024.11 | — | — | 41.9 | |
| NHPAggregation=Average across HO342 models and tasks2024.11 | — | — | 43.7 |