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Domain Generalization on VLCS

95.74Accuracy

ODG-CLIP

Updated 22d ago

Evaluation Results

Method
ODG-CLIP 2024.03	95.74	-	-	-	-	-
Text-Anchored Information Bottleneck 2026.07	89	-	-	-	-	-
LASP 2024.03	87.25	-	-	-	-	-
StyLIP 2024.03	87.21	-	-	-	-	-
MaPLe 2024.03	86.75	-	-	-	-	-
Ours (PADG) 2025.07	86.72	-	-	-	-	-
Ours (DPR) 2025.07	86.43	-	-	-	-	-
CLIP-DPR 2026.07	86.4	-	-	-	-	-
PromptSRC 2024.03	86.34	-	-	-	-	-
Text-Anchored Information Bottleneck 2026.07	86.2	-	-	-	-	-
CAR-FT 2026.07	85.5	-	-	-	-	-
CLIPCEIL 2026.07	85.2	-	-	-	-	-
CoCoOp 2024.03	85.02	-	-	-	-	-
CLIPood 2026.07	85	-	-	-	-	-
CLIP-DTP 2026.07	84.8	-	-	-	-	-
DPL 2025.07	84.3	-	-	-	-	-
RISE* 2026.07	84.2	-	-	-	-	-
SPG 2024.04	84	-	-	-	-	-
SimKD 2023.10	83.92	-	-	-	-	-
DUPRG 2025.07	83.9	-	-	-	-	-
RISE 2023.10	83.7	-	-	-	-	-
LP 2026.07	83.4	-	-	-	-	-
CoOp 2024.03	83.34	-	-	-	-	-
VL2V 2026.07	83.3	-	-	-	-	-
CLIP-LoRA 2025.07	83.1	-	-	-	-	-
MLDG 2022.06	82.9	-	-	-	-	-
GESTUR 2025.07	82.8	-	-	-	-	-
GESTUR 2026.07	82.8	-	-	-	-	-
ERM (ViT-B/16) 2025.07	82.7	-	-	-	-	-
SIMPLE+ 2025.07	82.7	-	-	-	-	-
VL2V-SD 2025.07	82.67	-	-	-	-	-
SPG 2024.04	82.4	-	-	-	-	-
SPG 2025.07	82.4	-	-	-	-	-
CLIP-ZS 2026.07	82.4	-	-	-	-	-
CLIP (template) 2022.12	82.3	-	-	-	-	-
ZS-CLIP 2024.04	82.3	-	-	-	-	-
CADG 2022.03	82.2	-	-	-	-	-
SEDGE 2022.12	82.2	-	-	-	-	-
VP 2024.04	82.2	-	-	-	-	-
MaPLe 2024.04	82.2	-	-	-	-	-
MIRO (ViT-B/16) 2025.07	82.2	-	-	-	-	-
SEDGE 2025.07	82.2	-	-	-	-	-
MaPLe 2025.07	82.2	-	-	-	-	-
MIRO 2026.07	82.2	-	-	-	-	-
CLIP 2024.03	82.14	-	-	-	-	-
MetaPrompt 2022.12	82	-	-	-	-	-
VPT 2024.04	82	-	-	-	-	-
VL2V-ADIP 2023.10	81.9	-	-	-	-	-
VL2V 2026.07	81.9	-	-	-	-	-
CoCoOp 2024.04	81.8	-	-	-	-	-
MetaPrompt 2022.12	81.7	-	-	-	-	-
CLIP 2025.07	81.7	-	-	-	-	-
RISE 2026.07	81.7	-	-	-	-	-
Text-Anchored Information Bottleneck 2026.07	81.7	-	-	-	-	-
DandelionNet 2024.03	81.6	-	-	-	-	-
DANN+ELS 2023.02	81.5	99.1	73.2	73.8	79.9	-
CoOp 2024.04	81.4	-	-	-	-	-
EoA 2022.12	81.1	-	-	-	-	-
Oracle 2023.06	80.96	-	-	-	-	-
DPL 2024.04	80.9	-	-	-	-	-
PAPT 2026.06	80.84	-	-	-	-	-
DANN 2023.02	80.8	98.6	73.2	72.8	78.8	-
DPL 2024.04	80.8	-	-	-	-	-
CoOp 2024.04	80.8	-	-	-	-	-
DDG 2021.11	80.7	99.4	68.9	73.4	81.2	-
RISE 2026.07	80.6	-	-	-	-	-
VP 2024.04	80.5	-	-	-	-	-
MIRO* 2026.07	80.4	-	-	-	-	-
CLIPood* 2026.07	80.4	-	-	-	-	-
CoCoOp 2024.04	80.3	-	-	-	-	-
CDANN 2021.11	80.2	98.9	68.8	73.7	79.3	-
DSP-Reg 2026.01	80.1	-	-	-	-	-
GESTUR 2026.07	80.1	-	-	-	-	-
SAGM 2025.02	80	-	-	-	-	-
SAGM + GGA 2025.02	80	-	-	-	-	-
DDG 2021.11	80	99.1	66.5	73.3	80.9	-
DDG 2023.02	80	99.1	66.5	73.3	80.9	-
GMoE-S/16 2022.06	80	-	-	-	-	-
SAGM 2023.03	80	-	-	-	-	-
ZS-CLIP 2024.04	80	-	-	-	-	-
SAGM 2026.01	80	-	-	-	-	-
SAGM 2025.07	80	-	-	-	-	-
SAGM 2026.06	80	-	-	-	-	-
SAGM 2026.07	80	-	-	-	-	-
GGA 2026.01	79.9	-	-	-	-	-
Lin. Prob. 2024.04	79.8	-	-	-	-	-
DomainDrop 2025.07	79.8	-	-	-	-	-
SMOS 2025.07	79.8	-	-	-	-	-
RES 2025.07	79.8	-	-	-	-	-
DomainDrop 2026.06	79.8	-	-	-	-	-
SMOS 2026.06	79.8	-	-	-	-	-
RES 2026.06	79.8	-	-	-	-	-
Oracle 2023.06	79.79	-	-	-	-	-
SMA 2025.07	79.7	-	-	-	-	-
SAM + GGA 2025.02	79.6	-	-	-	-	-
MIRO + SWAD + POEM 2023.05	79.5	-	-	-	-	-
LP 2026.07	79.5	-	-	-	-	-
SAM 2025.02	79.4	-	-	-	-	-
SAM 2023.03	79.4	-	-	-	-	-
SWAD + POEM 2023.05	79.4	-	-	-	-	-

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