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Benchmarks
Class Incremental Learning on Stanford Dogs 10 Tasks
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92.64
Average Accuracy
GDDSG
43.76
56.45
69.14
81.83
Feb 27, 2025
Average Accuracy
Failure Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Average Accuracy
Failure Score
GDDSG
Backbone=ViT-B/16, Pre...
2025.02
92.64
1.42
RanPAC
Backbone=ViT-B/16, Pre...
2025.02
85.37
5.78
ADAM
Backbone=ViT-B/16, Pre...
2025.02
83.98
6.08
SimpleCIL
Backbone=ViT-B/16, Pre...
2025.02
83.23
5.86
EASE
Backbone=ViT-B/16, Pre...
2025.02
81.03
8.18
CODA-Prompt
Backbone=ViT-B/16, Pre...
2025.02
74.09
10.05
DualPrompt
Backbone=ViT-B/16, Pre...
2025.02
70.9
10.68
L2P
Backbone=ViT-B/16, Pre...
2025.02
65.09
9.44
Finetune
Backbone=ViT-B/16, Pre...
2025.02
45.64
46.19
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