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Image Classification on CIFAR-10 (Standard Accuracy)

100Accuracy

Retrain

Updated 3d ago

Evaluation Results

Method
Retrain 2023.03	100	-	-	-	-	-	-
Finetune 2023.03	100	-	-	-	-	-	-
Original Model 2023.03	99.97	-	-	-	-	-	-
Mini-DeiT-B↑384 2022.04	99.3	-	-	-	-	-	-
Boundary Shrink 2023.03	99.24	-	-	-	-	-	-
DeiT-B⚗ ↑384 2022.04	99.2	-	-	-	-	-	-
CMT-S 2021.07	99.2	-	-	-	-	-	-
Heinsen Routing 2022.11	99.2	-	-	-	-	-	-
DeiT-B 2022.04	99.1	-	-	-	-	-	-
DeiT-B↑384 2022.04	99.1	-	-	-	-	-	-
DeiT-B⚗ 2022.04	99.1	-	-	-	-	-	-
DeiT-B 2021.07	99.1	-	-	-	-	-	-
CeiT-S 2021.07	99.1	-	-	-	-	-	-
EfficientNet-B7 2022.04	98.9	-	-	-	-	-	-
EfficientNet-B7 2021.07	98.9	-	-	-	-	-	-
EfficientNet-B5 2022.04	98.7	-	-	-	-	-	-
ViT-Slimps 2022.01	98.7	-	-	-	-	-	-
TNT-S 2021.07	98.7	-	-	-	-	-	-
DEIT-S 2022.01	98.56	-	-	-	-	-	-
Random Labels 2023.03	98.49	-	-	-	-	-	-
NVP-T 2022.04	98.3	-	-	-	-	-	-
ISyNet-N3 2021.09	98.3	-	-	-	-	-	-
NViT-T 2022.04	98.2	-	-	-	-	-	-
ResNet-34+ 2021.09	98.17	-	-	-	-	-	-
ResNet-50+ 2021.09	98.15	-	-	-	-	-	-
ViT-B/16 2022.04	98.1	-	-	-	-	-	-
ViT-B/16 2021.07	98.1	-	-	-	-	-	-
ISyNet-N2 2021.09	98.07	-	-	-	-	-	-
ISyNet-N1-S2 2021.09	98.05	-	-	-	-	-	-
Boundary Expanding 2023.03	98.03	-	-	-	-	-	-
ISyNet-N1 2021.09	97.92	-	-	-	-	-	-
ResNet-152 2021.07	97.9	-	-	-	-	-	-
Inception-v4 2021.07	97.9	-	-	-	-	-	-
ISyNet-N1-S3 2021.09	97.88	-	-	-	-	-	-
ISyNet-N1-S1 2021.09	97.86	-	-	-	-	-	-
ViT-B/32 2022.04	97.8	-	-	-	-	-	-
ISyNet-N0 2021.09	97.55	-	-	-	-	-	-
Direct FT 2024.06	97.5	-	-	-	-	-	-
WAVE 2024.06	97.4	-	-	-	-	-	-
ResNet-18+ 2021.09	97.35	-	-	-	-	-	-
OpenCLIP VIT-H/14 2023.03	97.3	-	-	-	-	-	-
Auto-LG 2024.06	97.3	-	-	-	-	-	-
TLEG 2024.06	97.2	-	-	-	-	-	-
Negative Gradient 2023.03	97.16	-	-	-	-	-	-
SLF 2023.10	97.1	-	-	-	-	-	-
LIGO 2024.06	96.9	-	-	-	-	-	-
ALA 2023.10	96.7	-	-	-	-	-	-
L2T-DLN 2023.10	96.7	-	-	-	-	-	-
L2T-DLF 2023.10	96.6	-	-	-	-	-	-
MixOE 2024.05	96.6	-	-	-	-	-	-
WAVE 2024.06	96.6	-	-	-	-	-	-
Direct FT 2024.06	96.6	-	-	-	-	-	-
Share Init 2024.06	96.5	-	-	-	-	-	-
Auto-LG 2024.06	96.4	-	-	-	-	-	-
L-M Softmax 2023.10	96.3	-	-	-	-	-	-
CE 2023.10	96.2	-	-	-	-	-	-
Smooth 2023.10	96.2	-	-	-	-	-	-
TLEG 2024.06	96.1	-	-	-	-	-	-
Share Init 2024.06	96	-	-	-	-	-	-
ARLF 2023.10	95.9	-	-	-	-	-	-
TDDS 2023.11	95.66	-	-	-	-	-	-
LIGO 2024.06	95.6	-	-	-	-	-	-
TDDS 2023.11	95.5	-	-	-	-	-	-
EL2N 2023.11	95.44	-	-	-	-	-	-
CCS 2023.11	95.4	-	-	-	-	-	-
Forgetting 2023.11	95.36	-	-	-	-	-	-
Forgetting 2023.11	95.29	-	-	-	-	-	-
AUM 2023.11	95.26	-	-	-	-	-	-
FSVI Ensemble 2023.12	95.19	-	-	-	-	1.3	-
Deep Ensemble 2023.12	95.13	-	-	-	-	1.9	-
DAL 2024.05	95.11	-	-	-	-	-	-
Heur-LG 2024.06	95.1	-	-	-	-	-	-
AUM 2023.11	95.07	-	-	-	-	-	-
CCS 2023.11	95.04	-	-	-	-	-	-
DOE 2024.05	94.93	-	-	-	-	-	-
FixMatch 2021.03	94.9	-	-	-	-	-	-
MSP-OE 2024.05	94.83	-	-	-	-	-	-
DOS 2024.05	94.74	-	-	-	-	-	-
DivOE 2024.05	94.72	-	-	-	-	-	-
ReMixMatch 2021.03	94.7	-	-	-	-	-	-
EL2N 2023.11	94.61	-	-	-	-	-	-
Entropy 2023.11	94.44	-	-	-	-	-	-
Random 2023.11	94.33	-	-	-	-	-	-
DUQ 2023.12	94.1	-	-	-	-	-	-
Wt Select 2024.06	94.1	-	-	-	-	-	-
Hopfield Boosting 2024.05	94.02	-	-	-	-	-	-
Heur-LG 2024.06	94	-	-	-	-	-	-
He-Init 2024.06	94	-	-	-	-	-	-
TDDS 2023.11	93.92	-	-	-	-	-	-
Cold PAWS 2023.05	93.9	-	-	-	-	-	-
GHN-3 2024.06	93.9	-	-	-	-	-	-
Mixed Barlow Twins 2023.12	93.89	-	-	-	-	-	-
Moderate 2023.11	93.86	-	-	-	-	-	-
L2T-DLN 2023.10	93.8	-	-	-	-	-	-
Cold PAWS 2023.05	93.6	-	-	-	-	-	-
SLF 2023.10	93.6	-	-	-	-	-	-
FSVI 2023.12	93.57	-	-	-	-	2.6	-
MC DROPOUT 2023.12	93.55	-	-	-	-	4	-
Wang et al. (USL-T) 2023.05	93.5	-	-	-	-	-	-
Mixed Barlow Twins 2023.12	93.48	-	-	-	-	-	-

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