Optic Cup / Disc Segmentation on Fundus Overall
88.6DC AvgSynFoCMedSAM
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SynFoCMedSAMVenue=This paper, #L=202025.03 | 88.6 | 80.5 | — | 3.47 | 85.44 | 93.29 | 82.5 | 90.52 | 85.51 | 93.56 | 83.78 | 94.23 | 6.56 | |
| Upper bound#L=all samples2024.04 | 88.46 | 80.35 | 7.41 | 3.7 | — | — | — | — | — | — | — | — | — | |
| Ours#L=202024.04 | 87.66 | 79.1 | 8.21 | 3.89 | — | — | — | — | — | — | — | — | — | |
| SymGDVenue=CVPR 24, #L=202025.03 | 87.66 | 79.1 | — | 3.89 | 83.71 | 92.96 | 80.47 | 89.93 | 84.18 | 92.97 | 83.71 | 93.38 | 8.21 | |
| SynFoCU-NetVenue=This paper, #L=202025.03 | 87.5 | 78.93 | — | 3.79 | 84.26 | 92.78 | 78.51 | 90.12 | 85.33 | 93.05 | 82.05 | 93.88 | 7.74 | |
| CPC-SAMVenue=MICCAI 24, #L=202025.03 | 87.02 | 78.65 | — | 4.24 | 75.99 | 94.34 | 80.1 | 93.08 | 83.19 | 92.81 | 83.43 | 93.2 | 8.5 | |
| H-SAMVenue=CVPR 24, #L=202025.03 | 85.2 | 76.26 | — | 4.99 | 76.97 | 93.01 | 79.01 | 90.47 | 76.85 | 91.86 | 81.03 | 92.42 | 9.67 | |
| SemiSAM+Venue=arXiv'23, #L=202025.03 | 85.1 | 75.5 | — | 4.6 | 83.7 | 93.21 | 72.4 | 87.72 | 81.39 | 92.11 | 79.17 | 91.1 | 9.48 | |
| SAMedVenue=arXiv'23, #L=202025.03 | 84.47 | 75.69 | — | 5.25 | 71 | 93.53 | 81.77 | 90.04 | 82.07 | 92.25 | 71.62 | 93.14 | 9.83 | |
| FixMatch#L=202024.04 | 83.39 | 73.48 | 11.77 | 5.6 | — | — | — | — | — | — | — | — | — | |
| FixMatchVenue=NeurIPS'20, #L=202025.03 | 83.39 | 73.48 | — | 5.6 | 81.18 | 91.29 | 72.04 | 87.6 | 80.41 | 92.95 | 74.58 | 87.07 | 11.77 | |
| BCP#L=202024.04 | 83.05 | 73.66 | 11.05 | 5.8 | — | — | — | — | — | — | — | — | — | |
| BCPVenue=CVPR'23, #L=202025.03 | 83.05 | 73.66 | — | 5.8 | 71.65 | 91.1 | 77.19 | 92 | 72.63 | 90.77 | 77.67 | 91.42 | 11.05 | |
| FDA#L=202024.04 | 80.29 | 71.05 | 16.23 | 8.44 | — | — | — | — | — | — | — | — | — | |
| ABDVenue=CVPR 24, #L=202025.03 | 79.38 | 69.28 | — | 8.14 | 73.92 | 79.71 | 65.19 | 90.96 | 77.61 | 86.11 | 74.79 | 86.72 | 13.99 | |
| UDA-VAE++#L=202024.04 | 73.51 | 61.4 | 17.6 | 9.86 | — | — | — | — | — | — | — | — | — | |
| CoraNet#L=202024.04 | 72.25 | 60.5 | 20.52 | 10.44 | — | — | — | — | — | — | — | — | — | |
| SIFA#L=202024.04 | 67.78 | 54.77 | 20.16 | 10.93 | — | — | — | — | — | — | — | — | — | |
| SS-Net#L=202024.04 | 63.18 | 53.49 | 44.9 | 25.73 | — | — | — | — | — | — | — | — | — | |
| SS-NetVenue=MICCAI' 22, #L=202025.03 | 63.18 | 53.49 | — | 25.73 | 59.42 | 78.15 | 67.32 | 85.05 | 45.69 | 69.91 | 38.76 | 61.13 | 44.9 | |
| CauSSL#L=202024.04 | 61.81 | 51.8 | 41.25 | 23.94 | — | — | — | — | — | — | — | — | — | |
| CauSSLVenue=ICCV'23, #L=202025.03 | 61.81 | 51.8 | — | 23.94 | 63.38 | 80.6 | 67.52 | 80.72 | 49.53 | 63.88 | 39.43 | 49.43 | 41.25 | |
| U-Net#L=202024.04 | 61.63 | 52.65 | 48.28 | 28.86 | — | — | — | — | — | — | — | — | — | |
| SupOnly#L=202025.03 | 61.63 | 52.65 | — | 28.86 | 59.54 | 73.89 | 71.28 | 74.23 | 50.87 | 64.29 | 35.61 | 63.3 | 48.28 | |
| CPS#L=202024.04 | 61.19 | 52.69 | 34.44 | 26.79 | — | — | — | — | — | — | — | — | — | |
| UA-MT#L=202024.04 | 56.24 | 47 | 48.64 | 31.35 | — | — | — | — | — | — | — | — | — | |
| UA-MTVenue=MICCAI' 19, #L=202025.03 | 56.24 | 47 | — | 31.35 | 59.35 | 78.46 | 63.08 | 74.45 | 35.24 | 47.73 | 36.18 | 55.43 | 48.64 |