OpenCodePapers
incremental-learning-on-imagenet100-10-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
85.1
kNN-CLIP
2022-04-03
RMM: Reinforced Memory Management for Class-Incremental Learning
✓ Link
78.47
RMM (ResNet-18)
2023-01-14
FOSTER: Feature Boosting and Compression for Class-Incremental Learning
✓ Link
77.75
FOSTER
2022-04-10
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning
✓ Link
77.66
67.34
94.17
88.84
116.54
TCIL
2022-12-29
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning
✓ Link
77.50
67.30
93.60
87.94
26.36
TCIL-Lite
2022-12-29
DER: Dynamically Expandable Representation for Class Incremental Learning
✓ Link
77.18
66.70
93.23
87.52
112.27
DER w/o Pruning
2021-03-31
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion
✓ Link
77.15
69.10
92.04
87.98
11.01
DyTox
2021-11-22
DER: Dynamically Expandable Representation for Class Incremental Learning
✓ Link
76.12
66.07
92.79
88.38
DER
2021-03-31
Maintaining Discrimination and Fairness in Class Incremental Learning
✓ Link
91.00
84.10
11.22
WA
2019-11-16
Large Scale Incremental Learning
✓ Link
90.60
84.40
11.22
BiC
2019-05-30
End-to-End Incremental Learning
✓ Link
89.92
80.29
11.22
E2E
2018-07-25
An Adaptive Random Path Selection Approach for Incremental Learning
✓ Link
87.90
74.00
RPSNet
2019-06-03
iCaRL: Incremental Classifier and Representation Learning
✓ Link
83.60
63.80
11.22
iCaRL
2016-11-23