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Image Classification on DTD

88.9Accuracy

iSICE

Updated 1mo ago

Evaluation Results

Method
iSICE 2023.04	88.9	-	-	-	-	-	-	-
iSICE 2023.04	88.3	-	-	-	-	-	-	-
Precision Ω 2023.04	86.5	-	-	-	-	-	-	-
DeepCOV 2023.04	86.3	-	-	-	-	-	-	-
DeepKSPD 2023.04	86.3	-	-	-	-	-	-	-
iSQRT-COV 2023.04	86.1	-	-	-	-	-	-	-
Florence-CoSwin-H 2021.11	86	-	-	-	-	-	-	-
iSQRT-COV 2023.04	84.7	-	-	-	-	-	-	-
DeepCOV-ResNet 2023.04	84.6	-	-	-	-	-	-	-
Auto-FlexSwitch+MSE (λ = 0.05) 2026.04	84.57	-	-	-	-	-	-	-
Auto-FlexSwitch+KL (λ = 0.3) 2026.04	84.47	-	-	-	-	-	-	-
Auto-FlexSwitch+CKA (λ = 3) 2026.04	84.26	-	-	-	-	-	-	-
Individual 2026.04	84.15	-	-	-	-	-	-	-
BCNN 2023.04	84	-	-	-	-	-	-	-
CBP 2023.04	84	-	-	-	-	-	-	-
Precision Ω 2023.04	83.9	-	-	-	-	-	-	-
Multiple models 2022.08	83.7	-	-	-	-	-	-	-
Joint patching 2022.08	83.6	-	-	-	-	-	-	-
Auto-Switch 2026.04	83.51	-	-	-	-	-	-	-
CLIP-ViT-L/14 2021.11	83	-	-	-	-	-	-	-
EMR-Merging 2026.04	82.71	-	-	-	-	-	-	-
EfficientNet-L2 2021.11	82.5	-	-	-	-	-	-	-
Multiple models 2022.08	82.3	-	-	-	-	-	-	-
Twin-Merging 2026.04	82.29	-	-	-	-	-	-	-
DINOv2-LVD142M 2026.06	82.23	-	-	-	-	-	-	-
CLIP-ResNet-50x64 2021.11	82	-	-	-	-	-	-	-
CERSA 2026.05	81.2	-	-	-	-	-	-	-
VISReg-Inet22K 2026.06	80.74	-	-	-	-	-	-	-
SimCLRv2 2021.11	80.5	-	-	-	-	-	-	-
SVFit 2026.05	80.5	-	-	-	-	-	-	-
Precision Ω 2023.04	80.1	-	-	-	-	-	-	-
X-FM_base 2023.01	80	-	-	-	-	-	-	-
iSICE 2023.04	79.8	-	-	-	-	-	-	-
SVFT 2026.05	79.8	-	-	-	-	-	-	-
Joint patching 2022.08	79.5	-	-	-	-	-	-	-
iSQRT-COV 2023.04	79.4	-	-	-	-	-	-	-
Individual 2026.05	79.4	-	-	-	-	-	-	-
PyramidCLIP 2022.04	79.3	-	-	-	-	-	-	-
NNCLR 2021.04	79.2	-	-	-	-	-	-	-
CLIP* 2022.04	79.2	-	-	-	-	-	-	-
CLIP 2023.01	79.2	-	-	-	-	-	-	-
DF-Merge 2026.04	79.2	-	-	-	-	-	-	-
Traditional MTL 2026.04	79.1	-	-	-	-	-	-	-
AdaMerging++ 2026.04	78.98	-	-	-	-	-	-	-
AdaMerging 2026.04	78.94	-	-	-	-	-	-	-
SimCLR 2020.02	78.9	-	-	-	-	-	-	-
Supervised 2020.02	78.8	-	-	-	-	-	-	-
TIES 2026.06	78.8	-	-	-	-	-	-	-
MoW-Merging 2026.04	78.78	-	-	-	-	-	-	-
Supervised 2020.02	78.7	-	-	-	-	-	-	-
Multiple models 2022.08	78.7	-	-	-	-	-	-	-
iSICE 2023.04	78.7	-	-	-	-	-	-	-
PiSSA 2026.05	78.7	-	-	-	-	-	-	-
TaDA 2026.06	78.7	-	-	-	-	-	-	-
DARE-TIES 2026.06	78.6	-	-	-	-	-	-	-
Mag. Pruning 2026.06	78.4	-	-	-	-	-	-	-
DaVinci 2023.01	78.3	-	-	-	-	-	-	-
NNCLR + Sup 2021.04	78.1	-	-	-	-	-	-	-
Linear 2026.06	78	-	-	-	-	-	-	-
DARE-Lin 2026.06	78	-	-	-	-	-	-	-
Traditional MTL 2026.05	77.9	-	-	-	-	-	-	-
SVD Merge 2026.06	77.9	-	-	-	-	-	-	-
SimCLR 2020.02	77.8	-	-	-	-	-	-	-
FT 2026.05	77.7	-	-	-	-	-	-	-
NNCLR 2021.04	77.3	-	-	-	-	-	-	-
PyramidCLIP 2022.04	77.3	-	-	-	-	-	-	-
FLAVA 2023.01	77.3	-	-	-	-	-	-	-
Task Arith. 2026.06	77	-	-	-	-	-	-	-
Precision Ω 2023.04	76.9	-	-	-	-	-	-	-
CaCo 2022.03	76.8	-	-	-	-	-	-	-
DeCLIP 2022.04	76.8	-	-	-	-	-	-	-
Base model 2026.06	76.8	-	-	-	-	-	-	-
Task only 2026.06	76.8	-	-	-	-	-	-	-
TWIST 2021.10	76.6	-	-	-	-	-	-	-
VISReg 2026.06	76.54	-	-	-	-	-	-	-
SimCLR v2 2020.11	76.5	-	-	-	-	-	-	-
CLIP* 2022.04	76.5	-	-	-	-	-	-	-
Seq. patching 2022.08	76.5	-	-	-	-	-	-	-
TWIST 2021.10	76.4	-	-	-	-	-	-	-
CLIP 2022.04	76.4	-	-	-	-	-	-	-
FNC 2020.11	76.3	-	-	-	-	-	-	-
BYOL 2020.06	76.2	-	-	-	-	-	-	-
BYOL 2021.10	76.2	-	-	-	-	-	-	-
BYOL 2020.11	76.2	-	-	-	-	-	-	-
FNC 2020.11	76	-	-	-	-	-	-	-
Joint patching 2022.08	76	-	-	-	-	-	-	-
PyramidCLIP 2022.04	75.8	-	-	-	-	-	-	-
SimCLR (repro) 2020.06	75.7	-	-	-	-	-	-	-
SimCLR 2021.04	75.7	-	-	-	-	-	-	-
SimCLR 2021.04	75.7	-	-	-	-	-	-	-
SimCLR 2022.03	75.7	-	-	-	-	-	-	-
SimCLR 2022.03	75.7	-	-	-	-	-	-	-
iSQRT-COV 2023.04	75.7	-	-	-	-	-	-	-
VISReg 2026.06	75.69	-	-	-	-	-	-	-
Domain only 2026.06	75.6	-	-	-	-	-	-	-
BYOL 2020.06	75.5	-	-	-	-	-	-	-
BYOL 2021.04	75.5	-	-	-	-	-	-	-
NNCLR 2021.04	75.5	-	-	-	-	-	-	-
BYOL 2021.04	75.5	-	-	-	-	-	-	-
NNCLR 2021.04	75.5	-	-	-	-	-	-	-

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