HyperAI초신경

홈 뉴스 최신 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Incremental Learning On Cifar 100 B0 5Steps

평가 지표

Average Incremental Accuracy

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Average Incremental Accuracy	Paper Title	Repository
BiC	73.10	Large Scale Incremental Learning
PODNet	66.70	PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning
WA	72.81	Maintaining Discrimination and Fairness in Class Incremental Learning	-
iCaRL	71.14	iCaRL: Incremental Classifier and Representation Learning
UCIR	62.77	Learning a Unified Classifier Incrementally via Rebalancing
TCIL	77.72	Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning
RPSNet	70.50	An Adaptive Random Path Selection Approach for Incremental Learning
DER(w/o P)	76.80	DER: Dynamically Expandable Representation for Class Incremental Learning
TCIL-Lite	76.96	Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning

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