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SOTA Online Continual Learning benchmarks and papers with code | Wizwand
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Online Continual Learning
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Tiny-ImageNet (test)
MOE-MOSE + S6MOD
Avg Accuracy
40.11
42
4d ago
Tiny-ImageNet
OCM-CCLDC + S6MOD
Average Forgetting
11.55
42
4d ago
CIFAR-100 (test)
MOE-MOSE + S6MOD
Accuracy
56.32
42
4d ago
TinyImageNet 100/2
GDumb
Accuracy
12.6
31
3d ago
CIFAR100 (10/10)
RanDumb
Accuracy
28.6
31
3d ago
CIFAR10 (5/2)
RanDumb
Accuracy
55.6
31
3d ago
CIFAR10 (test)
OnPro-CCLDC + S6MOD
Accuracy
79.51
28
4d ago
CIFAR10
OnPro + S6MOD
Average Forgetting
5.73
28
4d ago
TinyImageNet Sequential (test)
DER
Accuracy
15.97
21
4d ago
CIFAR-100 Sequential (test)
DER
Accuracy
24.83
21
4d ago
CIFAR-10 Sequential (test)
GCR
Accuracy
52.3
21
4d ago
CIFAR-100 1 (test)
Joint, 1 epoch
Accuracy
3,300
20
3d ago
CIFAR-10 10/1 (test)
Joint, 1 epoch
Accuracy
74.2
20
3d ago
MNIST 10/1 (test)
Joint, 1 epoch
Accuracy
98.3
20
3d ago
CIFAR-100
EARL
AAUC
57.12
20
4d ago
CIFAR-10
EARL
Average AUC
78.31
20
3d ago
miniImageNet 100/1 (test)
Joint, 1 epoch
Accuracy
25.3
19
3d ago
ImageNet 200
EARL
AAUC
44.88
18
4d ago
TinyImageNet
EARL
AAUC
41.77
18
4d ago
MNIST (5/2)
RanDumb
Accuracy
98.3
15
3d ago
CUB-200
GRACE
A_Final
43.53
12
2d ago
ImageNet-1K Gaussian-Scheduled
EARL
AAUC
30.53
9
4d ago
ImageNet-1K (Disjoint)
EARL
AAUC
34.33
9
4d ago
CIFAR100 (50/2)
RanDumb
Accuracy
28.6
8
3d ago
CIFAR100
Joint
Accuracy
33
8
3d ago
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