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SOTA Exemplar-Free Class-Incremental Learning benchmarks and papers with code | Wizwand
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Exemplar-Free Class-Incremental Learning
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
CIFAR-100
FeTrIL
Avg Top-1 Inc Acc
66.3
38
4d ago
TinyImageNet
FeTrIL
Top-1 Acc (Inc)
54.8
32
4d ago
CIFAR-100 (test)
AdaGauss
Accuracy Last (Alast)
60.2
30
4d ago
ImageNet Subset (test)
AdaGauss
A_last
65
30
4d ago
ImageNet Subset
FeTrIL
Top-1 Incremental Acc
72.2
22
4d ago
TinyImageNet (test)
AdaGauss
Avg Increment
36.5
18
4d ago
TinyImageNet T=10
AdaGauss
Alast
36.5
16
4d ago
ImageNet
FeTrIL
Top-1 Incremental Accuracy
66.1
12
4d ago
Imagenet Subset T=20 (test)
AdaGauss
Alast
42.6
10
4d ago
Imagenet Subset T=10 (test)
AdaGauss
Alast
51.1
10
4d ago
TinyImageNet T=20 (test)
AdaGauss
Alast
31.3
10
4d ago
CIFAR-100 T=20 (test)
EWC
Alast
17.4
10
4d ago
CIFAR-100 T=10 (test)
SSRE
Alast
30.4
10
4d ago
FGVCAircraft T=20 tasks (test)
AdaGauss
Last Accuracy
34.8
9
4d ago
FGVCAircraft T=10 tasks (test)
AdaGauss
Last Accuracy (Alast)
47.5
9
4d ago
FGVCAircraft T=5 tasks (test)
AdaGauss
Last Accuracy
53.3
9
4d ago
CUB200 T=20 tasks (test)
AdaGauss
Last Accuracy (Alast)
47.4
9
4d ago
CUB200 T=10 tasks (test)
AdaGauss
Alast
55.8
9
4d ago
CUB200 T=5 tasks (test)
AdaGauss
Accuracy (Last)
60.4
9
4d ago
TinyImageNet T=5
ADC
Alast
41.29
6
4d ago
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