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Continual Learning On Tiny Imagenet 10Tasks

Metrics

Average Accuracy

Results

Performance results of various models on this benchmark

Model Name	Average Accuracy	Paper Title	Repository
ALTA-RN101	83.35	Cross-Modal Alternating Learning with Task-Aware Representations for Continual Learning
ALTA-ViTB/16	89.80	Cross-Modal Alternating Learning with Task-Aware Representations for Continual Learning
ALTA-RN50x4	84.73	Cross-Modal Alternating Learning with Task-Aware Representations for Continual Learning
A-GEM [chaudhry2018efficient]	25.33	Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning	-
ALTA-RN50	81.07	Cross-Modal Alternating Learning with Task-Aware Representations for Continual Learning
DER [buzzega2020dark]	51.78	Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning	-
ER[riemer2018learning]	48.64	Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning	-
SNCL	52.85	Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning	-
iCaRL [rebuffi2017icarl]	31.55	Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning	-

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