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Benchmarks
Image Classification on CIFAR-10 10% labeled data (test)
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56.8
All Accuracy
SSMAE
-1.93504
13.31348
28.562
43.81052
Jul 5, 2022
Feb 7, 2023
Sep 12, 2023
Apr 16, 2024
Nov 19, 2024
Jun 24, 2025
Jan 27, 2026
All Accuracy
Known Accuracy
Novel Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
All Accuracy
Known Accuracy
Novel Accuracy
SSMAE
Stage=Fine-tune
2026.01
56.8
-
-
MAE
Stage=Fine-tune
2026.01
54.84
-
-
SSMAE
Stage=Pretrain
2026.01
54.13
-
-
ViT
Stage=Supervised
2026.01
47.56
-
-
OpenLDN-MixMatch
SSL_framework=MixMatch...
2022.07
0.928
0.924
0.932
ORCA
labeled_data=10%
2022.07
0.841
0.828
0.855
UNO
labeled_data=10%
2022.07
0.789
0.865
0.712
RankStats
labeled_data=10%
2022.07
0.667
0.714
0.639
FixMatch
labeled_data=10%
2022.07
0.473
0.643
0.494
DS3L
labeled_data=10%
2022.07
0.435
0.705
0.466
DTC
labeled_data=10%
2022.07
0.324
0.427
0.318
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