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Image Classification on Waterbirds

90.6WG Accuracy

GroupDRO

Updated 4d ago

Evaluation Results

Method
GroupDRO 2022.09	90.6	91.8	-
GroupDRO 2022.09	90.6	91.8	-
GroupDRO 2022.09	90.6	91.8	-
SliceLens 2025.12	90.4	-	-
UMIX 2022.09	90	93	-
UMIX 2022.09	90	93	-
UMIX 2022.09	90	93	-
Domino 2025.12	89.8	-	-
Ladder 2025.12	89.6	-	-
LISA 2022.09	89.2	91.8	-
LISA 2022.09	89.2	91.8	-
LISA 2022.09	89.2	91.8	-
FACTS 2025.12	88.9	-	-
Contrastive Adapter 2022.07	86.9	96.2	9.3
JTT 2022.09	86	93.6	-
Contrastive Adapter 2022.07	85.8	88.5	2.7
Contrastive Adapter 2022.07	83.7	89.4	5.7
Contrastive Adapter 2022.07	83.7	89.4	5.7
Contrastive Adapter 2022.07	83.1	90.9	7.8
Contrastive Adapter 2022.07	83	86.8	3.8
Contrastive Adapter 2022.07	82	86	4
Contrastive Adapter 2022.07	80.7	84.2	3.5
CORAL 2022.09	79.8	90.3	-
CORAL 2022.09	79.8	90.3	-
CORAL 2022.09	79.8	90.3	-
ERM Adapter 2022.07	78.4	97.8	19.4
CVaR-DRO 2022.09	77.2	90.3	-
CVaR-DORO 2022.09	77	91.5	-
IB-IRM 2022.09	76.5	88.5	-
IB-IRM 2022.09	76.5	88.5	-
IB-IRM 2022.09	76.5	88.5	-
x2-DORO 2022.09	76	89.5	-
IRM 2022.09	75.6	87.5	-
IRM 2022.09	75.6	87.5	-
IRM 2022.09	75.6	87.5	-
x2-DRO 2022.09	74	88.8	-
V-REx 2022.09	73.6	88	-
V-REx 2022.09	73.6	88	-
V-REX 2022.09	73.6	88	-
Focal Loss 2022.09	73.1	87	-
BiPrompt 2026.01	66.6	79.9	-
ERM Linear Probe 2022.07	65.9	97.6	31.7
WISE-FT 2022.07	65.9	97.6	31.7
DFR (Upsample) 2022.07	65.9	96.1	30.2
SEraser 2026.01	65.3	78.2	-
Fish 2022.09	64	85.6	-
Fish 2022.09	64	85.6	-
Fish 2022.09	64	85.6	-
DFR (Up) 2022.07	63.9	91.8	27.9
DFR (Subsample) 2022.07	63.9	91.8	27.9
ERM 2022.09	63.7	97	-
ERM Adapter 2022.07	60.8	96	35.2
ERM Adapter 2022.07	60.8	96	35.2
Group Prompt 2022.07	55.9	87.8	31.9
Group Prompt ZS 2022.07	55.9	87.8	31.9
DomainMix 2022.09	53	76.4	-
DomainMix 2022.09	53	76.4	-
DomainMix 2022.09	53	76.4	-
RoSHOT 2026.01	52.3	68.9	-
DFR (Subsample) 2022.07	51.9	95.7	43.8
MASK 2026.01	51.5	72	-
DFR (Sub) 2022.07	51.3	92.4	41.1
DFR (Upsample) 2022.07	51.3	92.4	41.1
Zero-Shot 2022.07	49.8	91	41.2
WiSE-FT 2022.07	49.8	91	41.2
WISE-FT 2022.07	49.8	91	41.2
Zero-shot 2022.07	47	88.8	41.8
α-CLIP 2026.01	43.2	67.6	-
Zero-shot 2022.07	41.6	60.4	18.8
Vanilla 2026.01	40	67.7	-
Zero-shot (ZS) 2022.07	36.6	92.2	55.6
TPT 2026.01	34.4	66.9	-
Zero-shot 2022.07	34	88.1	54.1
Zero-shot 2022.07	33.6	90	56.4
Group Prompt ZS 2022.07	27.4	85.5	58.1
Zero-shot (ZS) 2022.07	25.7	87.3	61.6
Zero-shot 2022.07	24.1	51.1	27
ERM LP 2022.07	7.9	93.5	85.6
ERM Linear Probe 2022.07	7.9	93.5	85.6