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Fine-grained Visual Categorization on Oxford-IIIT Pets (test)

97.3AccuracyProposed (CAP)
87.607290.123692.6495.1564Jan 17, 2021Oct 23, 2021Jul 30, 2022May 5, 2023Feb 9, 2024Nov 14, 2024Aug 21, 2025

Evaluation results

MethodLinks
Proposed (CAP)Transfer/Joint Learning Strategy=false2021.0197.3
GPipeTransfer/Joint Learning Strategy=false2021.0195.9
OPAMTransfer/Joint Learning Strategy=true2021.0193.8
InterActTransfer/Joint Learning Strategy=false2021.0193.5
Oracle ADAPTBP-free=true, Evaluation Protocol=Transductive2025.0892.61
ADAPTBP-free=true, Evaluation Protocol=Transductive2025.0892.59
TL-AttnTransfer/Joint Learning Strategy=true2021.0192.5
ADAPTBP-free=true, Evaluation Protocol=Online2025.0892.01
NACTransfer/Joint Learning Strategy=false2021.0191.6
CLIPBP-free=N/A, Evaluation Protocol=Online2025.0887.98