Generalized Category Discovery on CIFAR-10
99.2All AccuracyPartCo-SelEx
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PartCo-SelExVenue=Ours, Backbone=DINOv22025.09 | 99.2 | 99.4 | 98.9 | |
| FlipClassBackbone=DINOv22024.09 | 99 | 98.2 | 99.4 | |
| CiPRBackbone=DINOv22025.04 | 99 | 98.7 | 99.2 | |
| CiPRVenue=TMLR, Backbone=DINOv22025.09 | 99 | 98.7 | 99.2 | |
| FlipClassVenue=NeurIPS’24, Backbone=DINOv22025.09 | 99 | 98.2 | 99.4 | |
| RLCDVenue=ICML’25, Backbone=DINOv22025.09 | 99 | 98.9 | 99.1 | |
| PartCo-SimGCDVenue=Ours, Backbone=DINOv22025.09 | 99 | 98.7 | 99.2 | |
| Hyp-SimGCDBackbone=DINOv22025.04 | 98.9 | 97.7 | 99.5 | |
| SPTNetVenue=ICLR’24, Backbone=DINOv22025.09 | 98.9 | 99.1 | 98.8 | |
| DebGCDVenue=ICLR’25, Backbone=DINOv22025.09 | 98.9 | 97.5 | 99.6 | |
| SEALVenue=NeurIPS’25, Backbone=DINOv22025.09 | 98.9 | 98.1 | 99.3 | |
| Hyp-SimGCDVenue=CVPR’25, Backbone=DINOv22025.09 | 98.9 | 97.7 | 99.5 | |
| PartCo-SimGCDVenue=Ours, Backbone=DINOv32025.09 | 98.9 | 98.2 | 99.3 | |
| SimGCDBackbone=DINOv22025.04 | 98.7 | 96.7 | 99.7 | |
| SimGCDVenue=ICCV’23, Backbone=DINOv22025.09 | 98.7 | 96.7 | 99.7 | |
| Hyp-SelExBackbone=DINOv22025.04 | 98.6 | 98.1 | 98.9 | |
| LAGCD2026.05 | 98.6 | 97.6 | 99.1 | |
| Hyp-SelExVenue=CVPR’25, Backbone=DINOv22025.09 | 98.6 | 98.1 | 98.9 | |
| FlipClassBackbone=DINO2024.09 | 98.5 | 97.6 | 99 | |
| SelExBackbone=DINOv22025.04 | 98.5 | 98.8 | 98.5 | |
| SpectralGCDTextual Source=Tags2026.02 | 98.5 | 96.7 | 99.4 | |
| SSR2-GCDBackbone=CLIP2026.02 | 98.5 | 98.3 | 98.6 | |
| SSR2-GCDBackbone=CLIP2026.02 | 98.5 | 98.3 | 98.6 | |
| SelExVenue=ECCV’24, Backbone=DINOv22025.09 | 98.5 | 98.8 | 98.5 | |
| SimGCDVenue=ICCV’23, Backbone=DINOv32025.09 | 98.4 | 98.7 | 98.2 | |
| TextGCD*Textual Source=Tags2026.02 | 98.3 | 97.8 | 98.5 | |
| PartCo-SelExVenue=Ours, Backbone=DINOv32025.09 | 98.3 | 99.1 | 97.9 | |
| TIDABackbone=DINO2024.09 | 98.2 | 97.9 | 98.5 | |
| TextGCDTextual Source=Tags + Attributes2026.02 | 98.2 | 98 | 98.6 | |
| TextGCDBackbone=CLIP2026.02 | 98.2 | 98 | 98.6 | |
| TextGCDBackbone=CLIP2026.02 | 98.2 | 98 | 98.6 | |
| SelExVenue=ECCV’24, Backbone=DINOv32025.09 | 98.2 | 99 | 97.7 | |
| PromptCAL2023.10 | 97.9 | 96.6 | 98.5 | |
| PromptCAL-2ndstage=2nd2022.12 | 97.9 | 96.6 | 98.5 | |
| PromptCALBackbone=DINO2025.04 | 97.9 | 96.6 | 98.5 | |
| PromptCAL2026.02 | 97.9 | 96.6 | 98.5 | |
| PromptCALBackbone=DINOv12026.02 | 97.9 | 96.6 | 98.5 | |
| PromptCAL2026.05 | 97.9 | 96.6 | 98.5 | |
| AdaptGCD2026.05 | 97.9 | 95.5 | 99 | |
| PromptCAL2026.05 | 97.9 | 96.6 | 98.5 | |
| GCDBackbone=DINOv22025.04 | 97.8 | 99 | 97.1 | |
| GCDVenue=CVPR’22, Backbone=DINOv22025.09 | 97.8 | 99 | 97.1 | |
| CiPRBackbone=DINO2024.09 | 97.7 | 97.5 | 97.7 | |
| AMENDBackbone=DINOv22024.09 | 97.7 | 96.6 | 98.3 | |
| CiPRBackbone=DINO2025.04 | 97.7 | 97.5 | 97.7 | |
| AMENDVenue=WACV’24, Backbone=DINOv22025.09 | 97.7 | 96.6 | 98.3 | |
| RPC2026.05 | 97.6 | 95.2 | 98.8 | |
| Hyp-GCDBackbone=DINOv22025.04 | 97.5 | 98.9 | 96.8 | |
| InfoSculpt2026.01 | 97.4 | 95.3 | 98.6 | |
| SPTNetBackbone=DINO2024.09 | 97.3 | 95 | 98.6 | |
| SPTNetBackbone=DINO2025.04 | 97.3 | 95 | 98.6 | |
| ProtoGCDVenue=TPAMI’252026.01 | 97.3 | 95.3 | 98.2 | |
| SPTNetTextual Source=✗2026.02 | 97.3 | 95 | 98.6 | |
| SPTNetBackbone=DINOv12026.02 | 97.3 | 95 | 98.6 | |
| SPTNet2026.05 | 97.3 | 95 | 98.6 | |
| ProtoGCD2026.05 | 97.3 | 95.3 | 98.2 | |
| SPTNet2026.05 | 97.3 | 95 | 98.6 | |
| ProtoGCD2026.05 | 97.3 | 95.3 | 98.2 | |
| DebGCD2026.02 | 97.2 | 94.8 | 98.4 | |
| GETTextual Source=InversionNet2026.02 | 97.2 | 94.6 | 98.5 | |
| GETBackbone=CLIP2026.02 | 97.2 | 94.6 | 98.5 | |
| GETBackbone=CLIP2026.02 | 97.2 | 94.6 | 98.5 | |
| DebGCD2026.05 | 97.2 | 94.8 | 98.4 | |
| SimGCD2023.10 | 97.1 | 95.1 | 98.1 | |
| PromptCAL-1ststage=1st2022.12 | 97.1 | 97.7 | 96.7 | |
| SimGCDBackbone=ViT-B/16, Pre-training=DINO2022.11 | 97.1 | 95.1 | 98.1 | |
| SimGCDBackbone=DINO2024.09 | 97.1 | 95.1 | 98.1 | |
| ORCABackbone=ViT-B/162024.10 | 97.1 | 96.2 | 97.6 | |
| SimGCDBackbone=DINO2025.04 | 97.1 | 95.1 | 98.1 | |
| SimGCDVenue=ICCV’232026.01 | 97.1 | 95.1 | 98.1 | |
| LegoGCDVenue=CVPR’242026.01 | 97.1 | 94.3 | 98.5 | |
| SimGCD2026.02 | 97.1 | 95.1 | 98.1 | |
| SimGCDBackbone=DINOv12026.02 | 97.1 | 95.1 | 98.1 | |
| SimGCD2026.05 | 97.1 | 95.1 | 98.1 | |
| LegoGCD2026.05 | 97.1 | 94.3 | 98.5 | |
| SimGCD2026.05 | 97.1 | 95.1 | 98.1 | |
| ORCA2023.10 | 96.9 | 95.1 | 97.8 | |
| ORCA+adapted=true2022.12 | 96.9 | 95.1 | 97.8 | |
| AMENDBackbone=DINO2024.09 | 96.8 | 94.6 | 97.8 | |
| AMENDBackbone=DINO2025.04 | 96.8 | 94.6 | 97.8 | |
| Hyp-SimGCDBackbone=DINO2025.04 | 96.8 | 95.9 | 97.2 | |
| AMEND2026.05 | 96.8 | 94.6 | 97.8 | |
| Hyp-SelExBackbone=DINO2025.04 | 96.7 | 97.6 | 96.3 | |
| ZS CLIP H/14Textual Source=Class Names2026.02 | 96.7 | 96.1 | 96.9 | |
| Hyp-SelExBackbone=DINOv12026.02 | 96.7 | 97.6 | 96.3 | |
| ClipGCDTextual Source=CC-12M2026.02 | 96.6 | 97.2 | 96.4 | |
| SimGCDBackbone=CLIP, reproduced=true2026.02 | 96.6 | 94.7 | 97.5 | |
| CLIP-GCDBackbone=CLIP2026.02 | 96.6 | 97.2 | 96.4 | |
| DCCL2023.10 | 96.3 | 96.5 | 96.9 | |
| DCCLBackbone=DINO2025.04 | 96.3 | 96.5 | 96.9 | |
| DCCLVenue=CVPR’232026.01 | 96.3 | 96.5 | 96.9 | |
| DCCL2026.05 | 96.3 | 96.5 | 96.9 | |
| DCCL2026.05 | 96.3 | 96.5 | 96.9 | |
| XCon2023.10 | 96 | 97.3 | 95.4 | |
| XConBackbone=DINO2025.04 | 96 | 97.3 | 95.4 | |
| XCon2026.05 | 96 | 97.3 | 95.4 | |
| SelExBackbone=DINO2025.04 | 95.9 | 98.1 | 94.8 | |
| SelEx2026.02 | 95.9 | 98.1 | 94.8 | |
| SelExBackbone=DINOv12026.02 | 95.9 | 98.1 | 94.8 | |
| GCABackbone=DINO2024.09 | 95.5 | 95.9 | 95.2 |