Category Discovery on CIFAR-100
77.68Accuracy (All Categories)PromptCCD++
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PromptCCD++Backbone=DINOv22024.07 | 77.68 | 83.18 | 75.89 | |
| HappyBackbone=DINOv22024.07 | 73.13 | 85.35 | 69.53 | |
| LTCEvaluation Protocol=Greedy–Hungarian, Backbone=CLIP2026.03 | 70.7 | 81.5 | 49.3 | |
| PromptCCDBackbone=DINOv22024.07 | 69.73 | 78.01 | 66.16 | |
| LTCEvaluation Protocol=Greedy–Hungarian, Backbone=DINO2026.03 | 66.8 | 81.2 | 37.8 | |
| PHEEvaluation Protocol=Greedy–Hungarian, Backbone=CLIP2026.03 | 66.1 | 80.3 | 37.5 | |
| GCDBackbone=DINOv22024.07 | 65.35 | 77.06 | 60.46 | |
| PHEEvaluation Protocol=Greedy–Hungarian, Backbone=DINO2026.03 | 64.8 | 78.8 | 36.9 | |
| HappyBackbone=DINO2024.07 | 64.27 | 77.54 | 59.05 | |
| PromptCCDBackbone=DINO2024.07 | 64.17 | 75.57 | 60.34 | |
| SMILEEvaluation Protocol=Greedy–Hungarian2026.03 | 61.3 | 70.7 | 42.5 | |
| ORCABackbone=DINO2024.07 | 60.91 | 66.61 | 58.33 | |
| LTCEvaluation Protocol=Strict–Hungarian, Backbone=CLIP2026.03 | 60 | 73.5 | 32.8 | |
| PromptCCD-UEst. method=GPC, Backbone=DINO2024.07 | 59.12 | 77.62 | 53.7 | |
| MLDGEvaluation Protocol=Greedy–Hungarian2026.03 | 58.4 | 69 | 37.3 | |
| PA-CGCDBackbone=DINO2024.07 | 58.25 | 87.11 | 49.04 | |
| GCDBackbone=DINO2024.07 | 58.18 | 72.27 | 52.83 | |
| LTCEvaluation Protocol=Strict–Hungarian, Backbone=DINO2026.03 | 57.7 | 75.1 | 22.8 | |
| Grow & MergeBackbone=DINO2024.07 | 57.43 | 63.68 | 55.31 | |
| PHEEvaluation Protocol=Strict–Hungarian, Backbone=CLIP2026.03 | 56.8 | 71.9 | 26.5 | |
| PHEEvaluation Protocol=Strict–Hungarian, Backbone=DINO2026.03 | 56 | 70.1 | 27.8 | |
| PA-CGCDEst. method=GPC, Backbone=DINO2024.07 | 55.66 | 90.21 | 44.99 | |
| MetaGCDBackbone=DINO2024.07 | 55.49 | 69.38 | 48.98 | |
| PA-CGCDBackbone=DINOv22024.07 | 54.36 | 79.19 | 45.65 | |
| GCDEst. method=GPC, Backbone=DINO2024.07 | 53.78 | 74.05 | 46.37 | |
| Grow & MergeEst. method=GPC, Backbone=DINO2024.07 | 53.33 | 66.64 | 49.61 | |
| MetaGCDBackbone=DINOv22024.07 | 52.1 | 79.64 | 43.13 | |
| SMILEEvaluation Protocol=Strict–Hungarian2026.03 | 51.6 | 61.6 | 31.7 | |
| MLDGEvaluation Protocol=Strict–Hungarian2026.03 | 50.6 | 61 | 29.8 | |
| GCD w/replayBackbone=DINO2024.07 | 49.93 | 73.15 | 41.47 | |
| MetaGCDEst. method=GPC, Backbone=DINO2024.07 | 47.55 | 70.79 | 38.57 | |
| SLCEvaluation Protocol=Greedy–Hungarian2026.03 | 46.9 | 62.1 | 16.6 | |
| SLCEvaluation Protocol=Strict–Hungarian2026.03 | 44.4 | 59 | 15.1 | |
| WTAEvaluation Protocol=Greedy–Hungarian2026.03 | 44.1 | 55.5 | 21.2 | |
| WTAEvaluation Protocol=Strict–Hungarian2026.03 | 40.8 | 52.9 | 16.7 | |
| SimGCD w/replayBackbone=DINO2024.07 | 40.13 | 66.72 | 30.91 | |
| RankStatEvaluation Protocol=Greedy–Hungarian2026.03 | 36.9 | 45.7 | 19.3 | |
| RankStatEvaluation Protocol=Strict–Hungarian2026.03 | 35 | 44 | 17 | |
| SimGCDBackbone=DINO2024.07 | 25.56 | 38.76 | 20.43 |