Online Continual Test-Time Adaptation on CIFAR-10-C (Severity 5, test)
79.26Gaussian Noise Accuracy (Severity 5)CoDiRe
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CoDiReBackbone=RN50, Venue=-2025.06 | 79.26 | 84.45 | 84.36 | 89.68 | 74.79 | 89.5 | 91.3 | 90.02 | 91.14 | 88.78 | 95.18 | 91.54 | 83.91 | 88.68 | 86.14 | 87.25 | |
| DeYOBackbone=RN50, Venue=ICLR’242025.06 | 67.7 | 76.27 | 70.98 | 86.48 | 70.04 | 84.59 | 87.1 | 82.25 | 82.44 | 82.72 | 89.49 | 86.28 | 79.19 | 82.69 | 80.78 | 80.6 | |
| CLIPBackbone=RN50, Venue=ICML’212025.06 | 65.39 | 66.64 | 76.02 | 75.75 | 48.18 | 78.16 | 79.08 | 81.92 | 84.68 | 76.14 | 90.4 | 80.47 | 64.74 | 76.93 | 71.32 | 74.39 | |
| SANTABackbone=RN50, Venue=TMLR’232025.06 | 65.21 | 70.75 | 65.18 | 85.21 | 65.67 | 82.88 | 84.44 | 80.31 | 79.41 | 81.36 | 89.13 | 83.75 | 77.08 | 80.27 | 78.6 | 77.95 | |
| TentBackbone=RN50, Venue=ICLR’212025.06 | 64.7 | 70.66 | 66.39 | 86.66 | 66.2 | 85.09 | 86.37 | 82.1 | 81.57 | 83.29 | 90.15 | 85.03 | 78.9 | 81.4 | 79.19 | 79.18 | |
| SARBackbone=RN50, Venue=ICLR’232025.06 | 63.73 | 68.82 | 63.33 | 85.65 | 64.34 | 83.2 | 85.35 | 79.91 | 79.09 | 81.42 | 88.75 | 83.93 | 77 | 79.4 | 77.75 | 77.44 | |
| ViDABackbone=RN50, Venue=ICLR’242025.06 | 62.53 | 64.71 | 57.95 | 84.67 | 60.57 | 82.42 | 83.85 | 77.79 | 75.77 | 80.17 | 87.89 | 83.5 | 73.56 | 75.39 | 73.38 | 74.94 | |
| BN AdaptBackbone=RN50, Venue=NIPS’202025.06 | 62.43 | 64.33 | 57.3 | 84.48 | 59.46 | 82.02 | 83.25 | 76.87 | 74.3 | 79.29 | 87.24 | 83.33 | 71.72 | 73.41 | 71.1 | 74.03 | |
| EATABackbone=RN50, Venue=ICML’222025.06 | 62.36 | 64.34 | 57.31 | 84.49 | 59.46 | 82.02 | 83.25 | 76.87 | 74.31 | 79.29 | 87.24 | 83.33 | 71.71 | 73.43 | 71.11 | 74.03 | |
| CoTTABackbone=RN50, Venue=CVPR’222025.06 | 61.57 | 63.26 | 61.05 | 84.52 | 53.21 | 81.93 | 83.28 | 76.82 | 74.23 | 79.25 | 87.21 | 83.3 | 71.59 | 73.32 | 70.97 | 73.7 | |
| NOTEBackbone=RN50, Venue=NIPS’222025.06 | 55.11 | 68.63 | 55.8 | 34.33 | 56.29 | 69.34 | 78.37 | 72.35 | 78.81 | 64.58 | 86.97 | 73.04 | 63.46 | 50.32 | 70.17 | 65.17 | |
| RoTTABackbone=RN50, Venue=CVPR’232025.06 | 54.09 | 53.76 | 50.24 | 76.77 | 53.15 | 76.76 | 80.39 | 71.82 | 61.3 | 73.48 | 84.82 | 43.55 | 64.42 | 72.48 | 73.94 | 66.06 | |
| MEMOBackbone=RN50, Venue=NIPS’222025.06 | 50.07 | 56.89 | 52.72 | 70.75 | 58.65 | 76.79 | 71.3 | 79.74 | 74.47 | 74.08 | 90.72 | 65.89 | 77.26 | 49.76 | 77.27 | 68.42 | |
| CoTTAVenue=CVPR’222026.05 | 49.3 | 45.9 | 55.2 | 12.3 | 25.7 | 12.3 | 9 | 7.1 | 7.9 | 12 | 3.8 | 25.6 | 11.6 | 15.2 | 12.9 | 20.4 | |
| SourceVenue=ICLR’212026.05 | 37.3 | 34 | 44.5 | 12.3 | 26.4 | 14 | 11.1 | 7.1 | 9.5 | 13.1 | 3.9 | 28.4 | 13.3 | 18.1 | 15.3 | 19.2 | |
| SourceBackbone=RN50, Venue=-2025.06 | 33.69 | 40.07 | 35.74 | 53.11 | 49.86 | 67.04 | 56.85 | 73.89 | 62.59 | 64.66 | 89 | 43.57 | 74.37 | 41.96 | 74.43 | 57.39 | |
| OBAOVenue=ECCV’242026.05 | 33.1 | 28.2 | 28.9 | 9 | 18.8 | 8.1 | 5.8 | 5.3 | 6 | 6.7 | 3.6 | 5 | 6.3 | 6.4 | 8.2 | 12 | |
| RMTVenue=CVPR’232026.05 | 31.2 | 25.2 | 23.7 | 8.8 | 17.9 | 8.2 | 5.7 | 5.4 | 6.2 | 7 | 3.5 | 5.1 | 6.5 | 5.5 | 7.7 | 11.2 | |
| TENTVenue=ICLR’212026.05 | 30.8 | 21.9 | 29.4 | 14 | 21.9 | 15 | 10.1 | 7.7 | 8.1 | 12.6 | 4.2 | 19.3 | 12.8 | 18.3 | 14.7 | 16.1 | |
| CMAEVenue=CVPR’242026.05 | 27.6 | 21.5 | 23.4 | 8.7 | 23.8 | 9.5 | 6.6 | 6.2 | 7.2 | 8.3 | 3.4 | 8.8 | 11.6 | 9.6 | 12.6 | 12.6 | |
| EATAVenue=ICML’222026.05 | 26.3 | 16.4 | 21.3 | 11.2 | 19.6 | 12.5 | 8.2 | 6.8 | 6.8 | 9.4 | 4.1 | 12.8 | 11.8 | 13.6 | 13.6 | 13 | |
| SDAVenue=CVPR’252026.05 | 23.8 | 21.7 | 43.1 | 11.9 | 27.6 | 13.7 | 10.9 | 7.4 | 9.8 | 13.1 | 3.8 | 15.3 | 14.1 | 19 | 16.5 | 16.8 | |
| REMVenue=ICML’252026.05 | 17.8 | 13.6 | 14.1 | 8.7 | 18.3 | 10 | 6.8 | 8.4 | 6.7 | 8.5 | 5.1 | 7.5 | 14.5 | 10.5 | 16.4 | 11.1 | |
| Ours (Dynamic Style Bridging)Venue=Proposed2026.05 | 17 | 12 | 11.3 | 7.9 | 18.4 | 7.1 | 5.6 | 6.3 | 6.2 | 5.6 | 3.8 | 4.9 | 9.9 | 8.8 | 12 | 9.1 |