Generalized Category Discovery on Oxford Pets
95.7Accuracy (All)SSR2-GCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSR2-GCDBackbone=CLIP2026.02 | 95.7 | 95.1 | 96 | |
| SSR2-GCD2026.02 | 95.7 | 95.1 | 96 | |
| TextGCDBackbone=CLIP2026.02 | 93.7 | 93.2 | 94 | |
| TextGCD2026.02 | 93.7 | 93.2 | 94 | |
| SelExBackbone=DINOv12026.02 | 92.5 | 91.9 | 92.8 | |
| GETBackbone=CLIP2026.02 | 91.1 | 89.7 | 92.4 | |
| GET2026.02 | 91.1 | 89.7 | 92.4 | |
| SimGCDBackbone=CLIP, reproduced=true2026.02 | 88.6 | 75.2 | 95.7 | |
| SimGCDBackbone=DINOv12026.02 | 87.7 | 85.9 | 88.6 | |
| Ours-DINOAssignment Strategy=Greedy-Hungarian, Backbone=DINO2026.03 | 81 | 92.4 | 75.1 | |
| TALONBackbone=DINO, Matching Strategy=Greedy–Hungarian2026.03 | 81 | 92.4 | 75.1 | |
| GCDBackbone=DINOv12026.02 | 80.2 | 85.1 | 77.6 | |
| Ours-CLIPAssignment Strategy=Greedy-Hungarian, Backbone=CLIP2026.03 | 74.9 | 94.6 | 64.6 | |
| TALONBackbone=CLIP, Matching Strategy=Greedy–Hungarian2026.03 | 74.9 | 94.6 | 64.6 | |
| LTCEvaluation Protocol=Greedy–Hungarian, Backbone=CLIP2026.03 | 73 | 92.6 | 62.7 | |
| CLIP-GCDBackbone=CLIP2026.02 | 70.6 | 88.2 | 62.2 | |
| Ours-DINOAssignment Strategy=Strict-Hungarian, Backbone=DINO2026.03 | 69.2 | 58.5 | 74.8 | |
| TALONBackbone=DINO, Matching Strategy=Strict–Hungarian2026.03 | 69.2 | 58.5 | 74.8 | |
| LTCEvaluation Protocol=Greedy–Hungarian, Backbone=DINO2026.03 | 68.6 | 92.5 | 56 | |
| PHEBackbone=CLIP, Matching Strategy=Greedy–Hungarian2026.03 | 64.1 | 86.2 | 52.4 | |
| PHEEvaluation Protocol=Greedy–Hungarian, Backbone=CLIP2026.03 | 64.1 | 86.2 | 52.4 | |
| Ours-CLIPAssignment Strategy=Strict-Hungarian, Backbone=CLIP2026.03 | 64 | 65.4 | 63.3 | |
| TALONBackbone=CLIP, Matching Strategy=Strict–Hungarian2026.03 | 64 | 65.4 | 63.3 | |
| PHEBackbone=DINO, Matching Strategy=Greedy–Hungarian2026.03 | 63.3 | 91.3 | 48.6 | |
| PHEEvaluation Protocol=Greedy–Hungarian, Backbone=DINO2026.03 | 63.3 | 91.3 | 48.6 | |
| LTCEvaluation Protocol=Strict–Hungarian, Backbone=CLIP2026.03 | 58.9 | 59.5 | 58.5 | |
| SMILEBackbone=CLIP, Matching Strategy=Greedy–Hungarian2026.03 | 58.2 | 77.5 | 48.1 | |
| SMILEAssignment Strategy=Greedy-Hungarian2026.03 | 54.1 | 66.1 | 47.8 | |
| SMILEBackbone=DINO, Matching Strategy=Greedy–Hungarian2026.03 | 54.1 | 66.1 | 47.8 | |
| SMILEEvaluation Protocol=Greedy–Hungarian2026.03 | 54.1 | 66.1 | 47.8 | |
| LTCEvaluation Protocol=Strict–Hungarian, Backbone=DINO2026.03 | 52.3 | 52.2 | 52.4 | |
| PHEBackbone=CLIP, Matching Strategy=Strict–Hungarian2026.03 | 52 | 52.3 | 51.9 | |
| PHEEvaluation Protocol=Strict–Hungarian, Backbone=CLIP2026.03 | 52 | 52.3 | 51.9 | |
| DiffGRE+PAssignment Strategy=Strict-Hungarian2026.03 | 48.6 | 52.6 | 46.6 | |
| DiffGRE-PEvaluation Protocol=Strict–Hungarian2026.03 | 48.6 | 52.6 | 46.6 | |
| PHEAssignment Strategy=Strict-Hungarian2026.03 | 48.3 | 53.8 | 45.4 | |
| PHEBackbone=DINO, Matching Strategy=Strict–Hungarian2026.03 | 48.3 | 53.8 | 45.4 | |
| PHEEvaluation Protocol=Strict–Hungarian, Backbone=DINO2026.03 | 48.3 | 53.8 | 45.4 | |
| SMILEBackbone=DINO, Matching Strategy=Strict–Hungarian2026.03 | 42.9 | 38.7 | 45.1 | |
| SMILEEvaluation Protocol=Strict–Hungarian2026.03 | 42.9 | 38.7 | 45.1 | |
| DiffGRE+SAssignment Strategy=Strict-Hungarian2026.03 | 42.4 | 42.1 | 42.5 | |
| DiffGRE-SEvaluation Protocol=Strict–Hungarian2026.03 | 42.4 | 42.1 | 42.5 | |
| SMILEAssignment Strategy=Strict-Hungarian2026.03 | 41.2 | 42.1 | 40.7 | |
| SMILEBackbone=CLIP, Matching Strategy=Strict–Hungarian2026.03 | 40.3 | 37.4 | 41.8 | |
| SLCAssignment Strategy=Strict-Hungarian2026.03 | 35.5 | 41.3 | 33.1 | |
| SLCEvaluation Protocol=Strict–Hungarian2026.03 | 35.5 | 41.3 | 33.1 | |
| WTAAssignment Strategy=Strict-Hungarian2026.03 | 35.2 | 46.3 | 29.3 | |
| WTAEvaluation Protocol=Strict–Hungarian2026.03 | 35.2 | 46.3 | 29.3 | |
| RankStatAssignment Strategy=Strict-Hungarian2026.03 | 33.2 | 42.3 | 28.4 | |
| RankStatEvaluation Protocol=Strict–Hungarian2026.03 | 33.2 | 42.3 | 28.4 |