Hallucination Detection on HO342 to CD8
47.7HRPNHP, Res.
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NHP, Res.Model=Pix2PixHD2024.11 | 47.7 | — | — | |
| NHP, oursModel=Pix2PixHD2024.11 | 45.7 | — | — | |
| NHP, q = 0Model=Pix2PixHD2024.11 | 43.6 | — | — | |
| NHP, linearModel=Pix2PixHD2024.11 | 42.6 | — | — | |
| DE, 10 mem.Model=Pix2PixHD2024.11 | 42.1 | — | — | |
| NHP, GMMModel=Pix2PixHD2024.11 | 33.6 | — | — | |
| NHP, oursModel=VSGD+pNCE2024.11 | 33.5 | — | — | |
| NHP, linearModel=VSGD+pNCE2024.11 | 33.3 | — | — | |
| NHP, Res.Model=VSGD+pNCE2024.11 | 32.5 | — | — | |
| NHP, GMMModel=VSGD+pNCE2024.11 | 32 | — | — | |
| NHP, q = 0Model=VSGD+pNCE2024.11 | 30.9 | — | — | |
| NHP, γ = 0Model=VSGD+pNCE2024.11 | 30.7 | — | — | |
| NHP, OtBModel=Pix2PixHD2024.11 | 29.4 | — | — | |
| NHP, OtBModel=VSGD+pNCE2024.11 | 27.9 | — | — | |
| NHP, γ = 0Model=Pix2PixHD2024.11 | 24.2 | — | — | |
| DE, 4 mem.Model=Pix2PixHD2024.11 | 20.2 | — | — | |
| ALOCCModel=VSGD+pNCE2024.11 | 15.7 | — | — | |
| DE, 10 mem.Model=VSGD+pNCE2024.11 | 8.1 | — | — | |
| DE, 4 mem.Model=VSGD+pNCE2024.11 | 4.2 | — | — | |
| ALOCCModel=Pix2PixHD2024.11 | -7.5 | — | — | |
| ALOCCVirtual Staining Model=Pix2PixHD2024.11 | — | -28.7 | — | |
| ALOCCVirtual Staining Model=VSGD+pNCE2024.11 | — | 23.9 | — | |
| DEVirtual Staining Model=Pix2PixHD, Memory Samples=42024.11 | — | 27.1 | — | |
| DEVirtual Staining Model=VSGD+pNCE, Memory Samples=42024.11 | — | 13.2 | — | |
| DEVirtual Staining Model=Pix2PixHD, Memory Samples=102024.11 | — | 38.4 | — | |
| DEVirtual Staining Model=VSGD+pNCE, Memory Samples=102024.11 | — | 11.3 | — | |
| NHPVirtual Staining Model=Pix2PixHD, Detector Head Type=linear2024.11 | — | 41.6 | — | |
| NHPVirtual Staining Model=VSGD+pNCE, Detector Head Type=linear2024.11 | — | 45.9 | — | |
| NHPVirtual Staining Model=Pix2PixHD, Detector Head Type=GMM2024.11 | — | 37 | — | |
| NHPVirtual Staining Model=VSGD+pNCE, Detector Head Type=GMM2024.11 | — | 44.7 | — | |
| NHPVirtual Staining Model=Pix2PixHD2024.11 | — | 42 | — | |
| NHPVirtual Staining Model=VSGD+pNCE2024.11 | — | 46 | — |