Category Discovery on Food101
61.2Accuracy (All)Ours-CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ours-CLIPAssignment Strategy=Greedy-Hungarian, Backbone=CLIP2026.03 | 61.2 | 88.3 | 47.3 | |
| TALONBackbone=CLIP, Matching Strategy=Greedy–Hungarian2026.03 | 61.2 | 88.3 | 47.3 | |
| LTCEvaluation Protocol=Greedy–Hungarian, Backbone=CLIP2026.03 | 54.7 | 90.7 | 36.4 | |
| Ours-CLIPAssignment Strategy=Strict-Hungarian, Backbone=CLIP2026.03 | 50.3 | 66.2 | 42.2 | |
| TALONBackbone=CLIP, Matching Strategy=Strict–Hungarian2026.03 | 50.3 | 66.2 | 42.2 | |
| PHEBackbone=DINO, Matching Strategy=Greedy–Hungarian2026.03 | 50 | 89.3 | 30 | |
| PHEEvaluation Protocol=Greedy–Hungarian, Backbone=DINO2026.03 | 50 | 89.3 | 30 | |
| PHEBackbone=CLIP, Matching Strategy=Greedy–Hungarian2026.03 | 47.8 | 88.4 | 27 | |
| PHEEvaluation Protocol=Greedy–Hungarian, Backbone=CLIP2026.03 | 47.8 | 88.4 | 27 | |
| Ours-DINOAssignment Strategy=Greedy-Hungarian, Backbone=DINO2026.03 | 44.5 | 80.4 | 26.2 | |
| TALONBackbone=DINO, Matching Strategy=Greedy–Hungarian2026.03 | 44.5 | 80.4 | 26.2 | |
| PACOEvaluation Protocol=Greedy–Hungarian2026.04 | 44 | 72.7 | 29.3 | |
| LTCEvaluation Protocol=Greedy–Hungarian, Backbone=DINO2026.03 | 43 | 82.2 | 23 | |
| SMILEBackbone=CLIP, Matching Strategy=Greedy–Hungarian2026.03 | 40.5 | 70.4 | 25.2 | |
| PACOEvaluation Protocol=Strict–Hungarian2026.04 | 40 | 69 | 25.2 | |
| LTCEvaluation Protocol=Strict–Hungarian, Backbone=CLIP2026.03 | 37.6 | 72.3 | 36.7 | |
| SMILEAssignment Strategy=Greedy-Hungarian2026.03 | 34.4 | 64 | 19.4 | |
| SMILEBackbone=DINO, Matching Strategy=Greedy–Hungarian2026.03 | 34.4 | 64 | 19.4 | |
| SMILEEvaluation Protocol=Greedy–Hungarian2026.03 | 34.4 | 64 | 19.4 | |
| SMILEEvaluation Protocol=Greedy–Hungarian2026.04 | 34.4 | 64 | 19.4 | |
| PHEBackbone=CLIP, Matching Strategy=Strict–Hungarian2026.03 | 33.5 | 58.6 | 20.6 | |
| PHEEvaluation Protocol=Strict–Hungarian, Backbone=CLIP2026.03 | 33.5 | 58.6 | 20.6 | |
| SMILEBackbone=CLIP, Matching Strategy=Strict–Hungarian2026.03 | 33.3 | 56.3 | 21.5 | |
| SynCEvaluation Protocol=Strict–Hungarian2026.04 | 31.1 | 60.7 | 16 | |
| AGEEvaluation Protocol=Strict–Hungarian2026.04 | 30.5 | 70 | 10.4 | |
| Ours-DINOAssignment Strategy=Strict-Hungarian, Backbone=DINO2026.03 | 30.3 | 60.5 | 15 | |
| TALONBackbone=DINO, Matching Strategy=Strict–Hungarian2026.03 | 30.3 | 60.5 | 15 | |
| LTCEvaluation Protocol=Strict–Hungarian, Backbone=DINO2026.03 | 29.7 | 66.6 | 10.9 | |
| PHEAssignment Strategy=Strict-Hungarian2026.03 | 29.1 | 64.7 | 11.1 | |
| PHEBackbone=DINO, Matching Strategy=Strict–Hungarian2026.03 | 29.1 | 64.7 | 11.1 | |
| PHEEvaluation Protocol=Strict–Hungarian, Backbone=DINO2026.03 | 29.1 | 64.7 | 11.1 | |
| PHEEvaluation Protocol=Strict–Hungarian2026.04 | 29.1 | 64.7 | 11.1 | |
| SMILEBackbone=DINO, Matching Strategy=Strict–Hungarian2026.03 | 24.2 | 54.3 | 8.8 | |
| SMILEEvaluation Protocol=Strict–Hungarian2026.03 | 24.2 | 54.3 | 8.8 | |
| SMILEEvaluation Protocol=Strict–Hungarian2026.04 | 24.2 | 54.3 | 8.8 | |
| SMILEAssignment Strategy=Strict-Hungarian2026.03 | 24 | 54.6 | 8.4 | |
| RankStatAssignment Strategy=Strict-Hungarian2026.03 | 22.3 | 50.7 | 7.8 | |
| RankStatEvaluation Protocol=Strict–Hungarian2026.03 | 22.3 | 50.7 | 7.8 | |
| RankStatEvaluation Protocol=Strict–Hungarian2026.04 | 22.3 | 50.7 | 7.8 | |
| SLCAssignment Strategy=Strict-Hungarian2026.03 | 20.9 | 48.6 | 6.8 | |
| SLCEvaluation Protocol=Strict–Hungarian2026.03 | 20.9 | 48.6 | 6.8 | |
| SLCEvaluation Protocol=Strict–Hungarian2026.04 | 20.9 | 48.6 | 6.8 | |
| WTAAssignment Strategy=Strict-Hungarian2026.03 | 18.2 | 40.5 | 6.1 | |
| WTAEvaluation Protocol=Strict–Hungarian2026.03 | 18.2 | 40.5 | 6.1 | |
| WTAEvaluation Protocol=Strict–Hungarian2026.04 | 18.2 | 40.5 | 6.1 |