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ResearchFormerly WizWand

Multi-label Classification on VOC

82.14mAPUNCHA
6.594426.207245.8265.4328Mar 23, 2026Apr 2, 2026Apr 13, 2026Apr 24, 2026May 4, 2026May 15, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UNCHABackbone=ViT-B/16, Zero-shot=true2026.0382.14
HyCoCLIPBackbone=ViT-B/16, Zero-shot=true2026.0380.43
MERUBackbone=ViT-B/16, Zero-shot=true2026.0379.5
CLIPBackbone=ViT-B/16, Zero-shot=true2026.0378.56
DINO-BEncoder=DINO-B, Repr.=teacher, Evaluation Protocol=Linear probe2026.0574.7
STROP-MEncoder=DINO-B, Model=STROP-M, Repr.=latent, Evaluation Protocol=Linear probe2026.0573.4
ATMGBackbone=ViT-B/16, Zero-shot=true2026.0372.22
STROP-SEncoder=DINO-B, Model=STROP-S, Repr.=latent, Evaluation Protocol=Linear probe2026.0569.6
DINO-LEncoder=DINO-L, Repr.=teacher, Evaluation Protocol=Linear probe2026.0568.4
STROP-MEncoder=DINO-L, Model=STROP-M, Repr.=latent, Evaluation Protocol=Linear probe2026.0568.2
FlexTokEncoder=FlexTok, Model=D12-D12-IN1k, Repr.=latent, Evaluation Protocol=Linear probe2026.0561.7
STROP-MEncoder=DINO-S, Model=STROP-M, Repr.=latent, Evaluation Protocol=Linear probe2026.0559.7
DINO-SEncoder=DINO-S, Repr.=teacher, Evaluation Protocol=Linear probe2026.0559.4
STROP-SEncoder=DINO-S, Model=STROP-S, Repr.=latent, Evaluation Protocol=Linear probe2026.0557.6
One-D-Piece-S-256Encoder=DINOv3-S, Model=One-D-Piece-S-256, Repr.=latent, Evaluation Protocol=Linear probe2026.0539
STROP-SEncoder=DINO-S, Model=STROP-S, Repr.=program, Evaluation Protocol=Linear probe2026.0515
STROP-MEncoder=DINO-S, Model=STROP-M, Repr.=program, Evaluation Protocol=Linear probe2026.0514.3
STROP-SEncoder=DINO-B, Model=STROP-S, Repr.=program, Evaluation Protocol=Linear probe2026.0514
STROP-MEncoder=DINO-L, Model=STROP-M, Repr.=program, Evaluation Protocol=Linear probe2026.0513.9
STROP-MEncoder=DINO-B, Model=STROP-M, Repr.=program, Evaluation Protocol=Linear probe2026.0512.6
One-D-Piece-S-256Encoder=DINOv3-S, Model=One-D-Piece-S-256, Repr.=program, Evaluation Protocol=Linear probe2026.059.6
FlexTokEncoder=FlexTok, Model=D12-D12-IN1k, Repr.=program, Evaluation Protocol=Linear probe2026.059.5