Video Classification on Kinetics 50-C
75.1Gaussian Noise RobustnessSuMi
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SuMisetting=unimodal shift, severity=52025.11 | 75.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.9 | 68.9 | 70.6 | 71.6 | 72.8 | 72.1 | |
| READsetting=unimodal shift, severity=52025.11 | 74.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.5 | 69.2 | 69.9 | 71.4 | 72.4 | 71 | |
| BriMPRsetting=unimodal shift, severity=52025.11 | 74.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72 | 69.6 | 71.7 | 71.5 | 72.4 | 72 | |
| ABPEMsetting=unimodal shift, severity=52025.11 | 74.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.4 | 68.5 | 70.3 | 71.7 | 72.3 | 71.2 | |
| Tentsetting=unimodal shift, severity=52025.11 | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.2 | 67.4 | 69.5 | 70.8 | 67.6 | 71.2 | |
| EATAsetting=unimodal shift, severity=52025.11 | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.5 | 67.3 | 69.4 | 70.8 | 69.8 | 71 | |
| SARsetting=unimodal shift, severity=52025.11 | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.3 | 67 | 69.2 | 70.9 | 69.5 | 70.9 | |
| DeYOsetting=unimodal shift, severity=52025.11 | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.3 | 67 | 69.3 | 70.8 | 69 | 71 | |
| Sourcesetting=unimodal shift, severity=52025.11 | 74.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.4 | 65.3 | 68 | 70.3 | 68 | 70.5 | |
| FOAsetting=unimodal shift, severity=52025.11 | 73.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.6 | 70 | 70.5 | 71 | 73 | 71.2 | |
| DASPAdaptation Strategy=Episodic Adaptation2026.02 | 50.8 | 51.6 | 50.7 | 70.2 | 69.3 | 72.3 | 71.3 | 66.1 | 68.2 | 63.5 | 75.2 | 58.1 | 71.2 | 70.5 | 68.6 | 65.2 | — | — | — | — | — | |
| TSAAdaptation Strategy=Episodic Adaptation2026.02 | 50.7 | 51.1 | 50.4 | 67.9 | 67.1 | 71.7 | 69.2 | 65.5 | 66.2 | 61.3 | 75.2 | 56.2 | 69.5 | 68.8 | 66.6 | 63.8 | — | — | — | — | — | |
| READAdaptation Strategy=Episodic Adaptation2026.02 | 49.4 | 49.7 | 49 | 68 | 65.1 | 71.2 | 69 | 64.5 | 64.4 | 57.4 | 75.5 | 53.6 | 68.3 | 68 | 65.1 | 62.5 | — | — | — | — | — | |
| SourceAdaptation Strategy=None (Source Model)2026.02 | 46.8 | 48 | 46.9 | 67.5 | 62.2 | 70.8 | 66.7 | 61.6 | 60.3 | 46.7 | 75.2 | 52.1 | 65.7 | 66.5 | 61.9 | 59.9 | — | — | — | — | — | |
| EATAAdaptation Strategy=Episodic Adaptation2026.02 | 46.8 | 47.6 | 47.1 | 67.6 | 62.7 | 70.7 | 66.7 | 62.2 | 63 | 49.2 | 75.2 | 52.4 | 65.9 | 67 | 59.4 | 60.1 | — | — | — | — | — | |
| SARAdaptation Strategy=Episodic Adaptation2026.02 | 46.7 | 47.4 | 46.8 | 67 | 61.9 | 70.4 | 66.4 | 61.4 | 60.6 | 46 | 75.2 | 52.1 | 65.7 | 66.4 | 62 | 59.8 | — | — | — | — | — | |
| TentAdaptation Strategy=Episodic Adaptation2026.02 | 46.3 | 47 | 46.3 | 67.2 | 62.5 | 71 | 67.6 | 63.1 | 61.1 | 34.9 | 75.4 | 51.6 | 66.8 | 67.2 | 62.7 | 59.4 | — | — | — | — | — | |
| BriMPRShift Setting=Unimodal (Video), Corruption Severity=Mixed2025.11 | 0.672 | 0.671 | 0.67 | 0.736 | 0.737 | 0.758 | 0.73 | 0.71 | 0.7 | 0.709 | 0.792 | 0.711 | 0.756 | 0.778 | 0.761 | 0.726 | — | — | — | — | — | |
| READShift Setting=Unimodal (Video), Corruption Severity=Mixed2025.11 | 0.64 | 0.639 | 0.641 | 0.735 | 0.721 | 0.758 | 0.733 | 0.695 | 0.688 | 0.689 | 0.795 | 0.698 | 0.749 | 0.773 | 0.757 | 0.714 | — | — | — | — | — | |
| EATAShift Setting=Unimodal (Video), Corruption Severity=Mixed2025.11 | 0.633 | 0.632 | 0.631 | 0.734 | 0.715 | 0.76 | 0.722 | 0.685 | 0.668 | 0.651 | 0.794 | 0.686 | 0.743 | 0.771 | 0.752 | 0.705 | — | — | — | — | — | |
| DeYOShift Setting=Unimodal (Video), Corruption Severity=Mixed2025.11 | 0.633 | 0.633 | 0.632 | 0.734 | 0.714 | 0.759 | 0.722 | 0.685 | 0.667 | 0.645 | 0.793 | 0.687 | 0.742 | 0.771 | 0.753 | 0.705 | — | — | — | — | — | |
| SARShift Setting=Unimodal (Video), Corruption Severity=Mixed2025.11 | 0.632 | 0.63 | 0.628 | 0.732 | 0.715 | 0.761 | 0.724 | 0.685 | 0.67 | 0.651 | 0.794 | 0.687 | 0.742 | 0.771 | 0.751 | 0.705 | — | — | — | — | — | |
| TentShift Setting=Unimodal (Video), Corruption Severity=Mixed2025.11 | 0.631 | 0.63 | 0.629 | 0.734 | 0.713 | 0.76 | 0.721 | 0.686 | 0.666 | 0.637 | 0.793 | 0.684 | 0.743 | 0.771 | 0.75 | 0.703 | — | — | — | — | — | |
| SuMiShift Setting=Unimodal (Video), Corruption Severity=Mixed2025.11 | 0.631 | 0.632 | 0.631 | 0.736 | 0.715 | 0.759 | 0.721 | 0.687 | 0.667 | 0.644 | 0.796 | 0.687 | 0.742 | 0.774 | 0.755 | 0.705 | — | — | — | — | — | |
| SourceShift Setting=Unimodal (Video), Corruption Severity=Mixed2025.11 | 0.627 | 0.627 | 0.624 | 0.733 | 0.706 | 0.756 | 0.713 | 0.679 | 0.657 | 0.636 | 0.795 | 0.682 | 0.736 | 0.772 | 0.752 | 0.7 | — | — | — | — | — |