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incremental-learning-on-imagenet-10-steps
Incremental Learning
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Average Incremental Accuracy
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Final Accuracy
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Average Incremental Accuracy Top-5
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Final Accuracy Top-5
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# M Params
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ModelName
ReleaseDate
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Revisiting a kNN-based Image Classification System with High-capacity Storage
85.5
kNN-CLIP
2022-04-03
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion
✓ Link
71.29
63.34
88.59
84.49
11.36
DyTox
2021-11-22
DER: Dynamically Expandable Representation for Class Incremental Learning
✓ Link
68.84
60.16
88.17
82.86
116.89
DER w/o Pruning
2021-03-31
FOSTER: Feature Boosting and Compression for Class-Incremental Learning
✓ Link
68.34
FOSTER
2022-04-10
RMM: Reinforced Memory Management for Class-Incremental Learning
✓ Link
67.45
RMM (ResNet-18)
2023-01-14
DER: Dynamically Expandable Representation for Class Incremental Learning
✓ Link
66.73
58.62
87.08
81.89
DER
2021-03-31
Maintaining Discrimination and Fairness in Class Incremental Learning
✓ Link
65.67
55.60
86.60
81.10
11.68
WA
2019-11-16
iCaRL: Incremental Classifier and Representation Learning
✓ Link
38.40
22.70
63.70
44.00
11.68
iCaRL
2016-11-23
Large Scale Incremental Learning
✓ Link
84.00
73.20
11.68
BiC
2019-05-30
End-to-End Incremental Learning
✓ Link
72.09
52.29
11.68
E2E
2018-07-25