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Domain Generalization on DomainBed (test)

84.3VLCS Accuracy

CLIP + DPL

Updated 4d ago

Evaluation Results

Method
CLIP + DPL 2021.11	84.3	-	-	97.3	84.2	52.6	-	79.6
DANN 2021.11	83.2	-	-	93.8	78.8	52.2	-	77
ERM (CLIP) 2021.11	82.7	-	-	92.9	78.1	50.2	-	75.9
CLIP (template prompt) 2021.11	82.3	-	-	96.1	82.3	34.1	-	73.7
CORAL 2021.11	82	-	-	93.2	78.9	53.5	-	76.9
EoA 2021.10	81.1	-	-	95.8	83.9	61.1	60.9	76.6
EoA 2021.10	81.1	-	-	95.8	83.9	61.1	60.9	76.6
SMA 2021.10	80.7	-	-	95.5	82	59.7	60	75.6
SMA 2021.10	80.7	-	-	95.5	82	59.7	60	75.6
Ensemble (our runs) 2021.10	80.6	-	-	95.1	80.5	59.5	57.8	74.7
Ensemble 2021.10	80.6	-	-	95.1	80.5	59.5	57.8	74.7
EoA 2021.10	80.4	-	-	93.2	80.2	55.2	54.6	72.7
EoA 2021.10	80.4	-	-	93.2	80.2	55.2	54.6	72.7
Ensemble (our runs) 2021.10	80.3	-	-	91.2	77.8	53.5	52.8	71.1
Ensemble 2021.10	80.3	-	-	91.2	77.8	53.5	52.8	71.1
EVIL-SAM 2025.12	80.1	40.4	98.8	87.8	70.3	50.5	45	67.5
MIRO 2021.10	79.9	-	-	97.4	80.4	58.9	53.8	74.1
MIRO 2021.10	79.9	-	-	97.4	80.4	58.9	53.8	74.1
FISH 2023.08	79.9	51.9	98	87.3	68.4	48.4	42.6	68.1
SMA 2021.10	79.7	-	-	92.7	78.6	53.3	53.5	71.6
SWAD 2021.10	79.7	-	-	94.7	80	57.9	53.6	73.2
SMA 2021.10	79.7	-	-	92.7	78.6	53.3	53.5	71.6
SWAD 2021.10	79.7	-	-	94.7	80	57.9	53.6	73.2
CORAL 2023.08	79.7	52.5	98.2	86.9	68.7	49.9	41.4	68.2
EVIL-MIRO 2025.12	79.4	40.2	98.6	85.8	71.2	50.9	45	67.3
SAM 2025.12	79.4	38.5	98.1	85.8	69.6	43.3	44.3	65.6
EVIL-SWAD 2025.12	79.3	38.7	98.3	88.3	71.7	51.2	46.9	67.7
EVIL-CORAL 2025.12	79.2	34.5	98.6	86.9	69	49.2	42.6	65.7
SWAD 2021.10	79.1	-	-	88.1	70.6	50	46.5	66.9
EoA 2021.10	79.1	-	-	88.6	72.5	52.3	47.4	68
SWAD 2021.10	79.1	-	-	88.1	70.6	50	46.5	66.9
EoA 2021.10	79.1	-	-	88.6	72.5	52.3	47.4	68
EVIL-REx 2025.12	79.1	41.2	98.7	86	68	48.4	34.5	65.1
SWAD 2025.12	79.1	38.3	98.1	88.1	70.6	50	46.5	67.2
MIRO 2021.10	79	-	-	85.4	70.5	50.4	44.3	65.9
ERM (our runs) 2021.10	79	-	-	88.9	70.9	51.4	48.1	67.7
MIRO 2021.10	79	-	-	85.4	70.5	50.4	44.3	65.9
ERM 2021.10	79	-	-	88.9	70.9	51.4	48.1	67.7
MIRO 2025.12	79	39.4	97.5	85.4	70.5	50.4	44.3	66.6
VRex 2023.08	78.9	52.7	98.1	86.4	68.2	48.1	41.8	67.7
CORAL 2021.04	78.8	51.5	98	86.2	68.7	47.6	41.5	67.5
CORAL 2023.08	78.8	51.5	98	86.2	68.7	47.6	41.5	67.5
EVIL 2025.12	78.8	39.4	98.4	86	68.2	49.1	43.8	66.2
EVIL-IRM 2025.12	78.8	39.1	98.3	85.1	66.4	48.3	36	64.6
CORAL 2025.12	78.8	29.9	98.1	86.2	68.7	47.7	41.5	64.4
DANN 2021.04	78.7	51.5	97.9	84.6	65.4	48.7	38.4	66.4
DANN 2021.10	78.7	-	-	84.6	65.4	48.4	38.4	63.1
DANN 2021.04	78.6	51.5	97.8	83.6	65.9	46.7	38.3	66.1
ERM (our runs) 2021.10	78.6	-	-	92	73.8	55.6	53.2	70.6
ERM 2021.10	78.6	-	-	89.6	71.9	51.4	48.5	68
ERM 2021.10	78.6	-	-	92	73.8	55.6	53.1	70.6
ERM 2021.10	78.6	-	-	89.6	71.9	51.4	48.5	68
DANN 2025.12	78.6	29	89.1	83.7	65.9	46.7	38.3	61.6
IRM 2025.12	78.6	36.3	97.7	83.5	64.3	47.6	33.9	63.1
IRM 2021.04	78.5	52	97.7	83.5	64.3	47.6	33.9	65.4
Ensemble (our runs) 2021.10	78.5	-	-	87.6	70.8	49.2	47.7	66.8
Ensemble 2021.10	78.5	-	-	87.6	70.8	49.2	47.7	66.8
VREX 2021.04	78.3	51.8	97.9	84.9	66.4	46.4	33.6	65.6
VRex 2023.08	78.3	51.8	97.9	84.9	66.4	46.4	33.6	65.6
REx 2025.12	78.3	39.2	97.3	84.9	66.4	46.4	33.6	63.7
CDANN 2021.04	78.2	51.9	98	82.8	65.6	47.6	38.9	66.1
C-DANN 2021.10	78.2	-	-	82.8	65.6	47.6	38.9	62.6
SMA 2021.10	78.2	-	-	87.5	70.6	50.3	46	66.5
SMA 2021.10	78.2	-	-	87.5	70.6	50.3	46.4	66.5
IRM 2021.04	78.1	51.8	97.9	84.4	66.6	47.9	35.7	66
IRM 2021.10	78.1	-	-	84.4	66.6	47.9	35.7	62.5
Mixstyle 2025.12	77.9	38.5	97.2	85.2	60.4	44	34	62.4
SelfReg 2021.04	77.8	52.1	98	85.6	67.9	47	42.8	67.3
SagNet 2021.04	77.8	51.7	98	86.3	68.1	48.6	40.3	67.2
Fish 2021.04	77.8	51.6	98	85.5	68.6	45.1	42.7	67.1
Fish 2021.10	77.8	-	-	85.5	68.6	45.1	42.7	63.9
Fishr 2021.10	77.8	-	-	85.5	67.8	47.4	41.7	65.7
FISH 2023.08	77.8	51.6	98	85.5	68.6	45.1	42.7	67.1
SagNet 2025.12	77.8	34.2	96.4	86.3	68.1	48.6	40.3	64.5
Mixup 2021.04	77.7	51.9	98.1	84.3	69	48.9	39.6	67.1
Coral 2021.04	77.7	51.7	98.1	86	68.6	46.4	41.8	67.2
Mixup 2021.10	77.7	-	-	84.3	69	48.9	39.6	63.9
CORAL 2021.10	77.7	-	-	86	68.6	46.4	41.8	64.1
EVIL-DRO 2025.12	77.7	34.2	98.2	85.6	66.4	49.1	35.5	63.8
ARM 2021.04	77.6	56.2	98.2	85.1	64.8	45.5	35.5	66.1
ARM 2025.12	77.6	32.6	98.1	85.1	64.8	45.5	35.5	62.5
ERM 2021.04	77.5	51.5	98	85.5	66.5	46.1	40.9	66.6
CDANN 2021.04	77.5	51.7	97.9	82.6	65.8	45.8	38.3	65.6
MMD 2021.04	77.5	51.5	97.9	84.6	66.3	42.2	23.4	63.3
ERM 2023.08	77.5	51.5	98	85.5	66.5	46.1	40.9	66.6
MMD 2025.12	77.5	42.6	98.1	84.7	66.4	42.2	23.4	62.1
CDANN 2025.12	77.5	31.1	96.3	82.6	65.7	45.8	38.3	62.5
Mixup 2021.04	77.4	52.1	98	84.6	68.1	47.9	39.2	66.7
ERM 2021.04	77.4	52	98	85.7	67.5	47.2	41.2	67
ERM 2021.10	77.4	-	-	85.7	67.5	47.2	41.2	63.8
ERM 2021.10	77.4	-	-	85.7	67.5	47.2	41.2	63.8
I-Mixup 2025.12	77.4	31.3	97.8	84.6	68.1	47.9	39.2	63.7
MLDG 2021.04	77.2	51.5	97.9	84.9	66.8	47.7	41.2	66.7
MTL 2021.04	77.2	51.4	97.9	84.6	66.4	45.6	40.6	66.2
GroupDRO 2021.04	77.2	52	98.1	84.1	66.9	47	33.7	65.5
Group DRO 2021.10	77.2	-	-	84.1	66.9	47	33.7	61.8
MLDG 2025.12	77.2	36.9	98	84.9	66.8	47.8	41.2	64.6
MTL 2025.12	77.2	30.4	97.2	84.6	66.4	45.6	40.6	63.1
RSC 2021.04	77.1	51.7	97.6	85.2	65.5	46.6	38.9	66.1
MLDG 2021.04	77.1	51.6	98	84.8	68.2	46.1	41.8	66.8

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