Category Discovery on CIFAR10
88.6Accuracy (All)LTC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LTCEvaluation Protocol=Greedy–Hungarian, Backbone=CLIP2026.03 | 88.6 | 98.1 | 83.8 | |
| PACOEvaluation Protocol=Greedy–Hungarian2026.04 | 87.1 | 97.4 | 82 | |
| Ours-DINOAssignment Strategy=Greedy-Hungarian, Backbone=DINO2026.03 | 86.2 | 95.4 | 79.3 | |
| TALONBackbone=DINO, Matching Strategy=Greedy–Hungarian2026.03 | 86.2 | 95.4 | 79.3 | |
| Ours-CLIPAssignment Strategy=Greedy-Hungarian, Backbone=CLIP2026.03 | 84.7 | 96 | 76.3 | |
| TALONBackbone=CLIP, Matching Strategy=Greedy–Hungarian2026.03 | 84.7 | 96 | 76.3 | |
| PHEBackbone=DINO, Matching Strategy=Greedy–Hungarian2026.03 | 83 | 98 | 75.5 | |
| PHEEvaluation Protocol=Greedy–Hungarian, Backbone=DINO2026.03 | 83 | 98 | 75.5 | |
| SMILEBackbone=CLIP, Matching Strategy=Greedy–Hungarian2026.03 | 82.4 | 97.4 | 74.9 | |
| LTCEvaluation Protocol=Greedy–Hungarian, Backbone=DINO2026.03 | 80.5 | 98.1 | 71.7 | |
| PHEBackbone=CLIP, Matching Strategy=Greedy–Hungarian2026.03 | 79.3 | 97 | 70.4 | |
| PHEEvaluation Protocol=Greedy–Hungarian, Backbone=CLIP2026.03 | 79.3 | 97 | 70.4 | |
| SMILEAssignment Strategy=Greedy-Hungarian2026.03 | 78.2 | 99.3 | 67.6 | |
| SMILEBackbone=DINO, Matching Strategy=Greedy–Hungarian2026.03 | 78.2 | 99.3 | 67.6 | |
| SMILEEvaluation Protocol=Greedy–Hungarian2026.03 | 78.2 | 99.3 | 67.6 | |
| SMILEEvaluation Protocol=Greedy–Hungarian2026.04 | 78.2 | 99.3 | 67.6 | |
| MLDGAssignment Strategy=Greedy-Hungarian2026.03 | 71.6 | 97.5 | 58.6 | |
| MLDGEvaluation Protocol=Greedy–Hungarian2026.03 | 71.6 | 97.5 | 58.6 | |
| MLDGEvaluation Protocol=Greedy–Hungarian2026.04 | 71.6 | 97.5 | 58.6 | |
| SLCAssignment Strategy=Greedy-Hungarian2026.03 | 65.9 | 96.5 | 50.9 | |
| SLCEvaluation Protocol=Greedy–Hungarian2026.03 | 65.9 | 96.5 | 50.9 | |
| SLCEvaluation Protocol=Greedy–Hungarian2026.04 | 65.9 | 96.5 | 50.9 | |
| WTAAssignment Strategy=Greedy-Hungarian2026.03 | 65.4 | 88 | 54.1 | |
| WTAEvaluation Protocol=Greedy–Hungarian2026.03 | 65.4 | 88 | 54.1 | |
| WTAEvaluation Protocol=Greedy–Hungarian2026.04 | 65.4 | 88 | 54.1 | |
| Ours-DINOAssignment Strategy=Strict-Hungarian, Backbone=DINO2026.03 | 65 | 46.1 | 79.3 | |
| TALONBackbone=DINO, Matching Strategy=Strict–Hungarian2026.03 | 65 | 46.1 | 79.3 | |
| PACOEvaluation Protocol=Strict–Hungarian2026.04 | 58 | 57.6 | 58.3 | |
| Ours-CLIPAssignment Strategy=Strict-Hungarian, Backbone=CLIP2026.03 | 56.9 | 31.1 | 76.3 | |
| TALONBackbone=CLIP, Matching Strategy=Strict–Hungarian2026.03 | 56.9 | 31.1 | 76.3 | |
| RankStatAssignment Strategy=Greedy-Hungarian2026.03 | 56.5 | 81.1 | 44.2 | |
| RankStatEvaluation Protocol=Greedy–Hungarian2026.03 | 56.5 | 81.1 | 44.2 | |
| RankStatEvaluation Protocol=Greedy–Hungarian2026.04 | 56.5 | 81.1 | 44.2 | |
| LTCEvaluation Protocol=Strict–Hungarian, Backbone=CLIP2026.03 | 54.6 | 19.3 | 72.3 | |
| LTCEvaluation Protocol=Strict–Hungarian, Backbone=DINO2026.03 | 53.9 | 19.5 | 71.1 | |
| PHEAssignment Strategy=Strict-Hungarian2026.03 | 53.1 | 19.3 | 70 | |
| PHEBackbone=DINO, Matching Strategy=Strict–Hungarian2026.03 | 53.1 | 19.3 | 70 | |
| PHEEvaluation Protocol=Strict–Hungarian, Backbone=DINO2026.03 | 53.1 | 19.3 | 70 | |
| PHEEvaluation Protocol=Strict–Hungarian2026.04 | 53.1 | 19.3 | 70 | |
| PHEBackbone=CLIP, Matching Strategy=Strict–Hungarian2026.03 | 52.4 | 18.3 | 69.5 | |
| PHEEvaluation Protocol=Strict–Hungarian, Backbone=CLIP2026.03 | 52.4 | 18.3 | 69.5 | |
| SMILEBackbone=CLIP, Matching Strategy=Strict–Hungarian2026.03 | 51.9 | 19.7 | 68 | |
| SynCEvaluation Protocol=Strict–Hungarian2026.04 | 50.1 | 40.6 | 54.9 | |
| SMILEAssignment Strategy=Strict-Hungarian2026.03 | 49.9 | 39.9 | 54.9 | |
| SMILEBackbone=DINO, Matching Strategy=Strict–Hungarian2026.03 | 49.9 | 39.9 | 54.9 | |
| SMILEEvaluation Protocol=Strict–Hungarian2026.03 | 49.9 | 39.9 | 54.9 | |
| SMILEEvaluation Protocol=Strict–Hungarian2026.04 | 49.9 | 39.9 | 54.9 | |
| MLDGAssignment Strategy=Strict-Hungarian2026.03 | 44.1 | 38.5 | 47 | |
| MLDGEvaluation Protocol=Strict–Hungarian2026.03 | 44.1 | 38.5 | 47 | |
| MLDGEvaluation Protocol=Strict–Hungarian2026.04 | 44.1 | 38.5 | 47 | |
| WTAAssignment Strategy=Strict-Hungarian2026.03 | 43.1 | 34.5 | 47.4 | |
| WTAEvaluation Protocol=Strict–Hungarian2026.03 | 43.1 | 34.5 | 47.4 | |
| WTAEvaluation Protocol=Strict–Hungarian2026.04 | 43.1 | 34.5 | 47.4 | |
| RankStatAssignment Strategy=Strict-Hungarian2026.03 | 42.1 | 49.3 | 38.6 | |
| RankStatEvaluation Protocol=Strict–Hungarian2026.03 | 42.1 | 49.3 | 38.6 | |
| RankStatEvaluation Protocol=Strict–Hungarian2026.04 | 42.1 | 49.3 | 38.6 | |
| SLCAssignment Strategy=Strict-Hungarian2026.03 | 41.5 | 58.3 | 33.3 | |
| SLCEvaluation Protocol=Strict–Hungarian2026.03 | 41.5 | 58.3 | 33.3 | |
| SLCEvaluation Protocol=Strict–Hungarian2026.04 | 41.5 | 58.3 | 33.3 | |
| AGEEvaluation Protocol=Strict–Hungarian2026.04 | 39.2 | 17.2 | 50.3 |