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Cross-model Retrieval on CIFAR-100 (val test)

78.23CMC Top-1Backward Adapter (Ours)
-2.297218.608939.51560.4211Sep 20, 2025

Evaluation results

MethodLinks
Backward Adapter (Ours)Query/Gallery=B_lambda(phi_new) / B_lambda(phi_new)2025.0978.2311.2
Ind. Train.Query/Gallery=phi_new / phi_new2025.0974.08—
Backward Adapter (Ours)Query/Gallery=B_lambda(phi_new) / F(phi_old)2025.0972.08—
Backward Adapter (Ours)Query/Gallery=B_lambda(phi_new) / phi_old2025.0971.85—
FCTQuery/Gallery=phi_new / F(phi_old)2025.0969.8—
Backward Adapter (Ours)Query/Gallery=F(phi_old) / F(phi_old)2025.0967.72—
Backward Adapter (Ours)Query/Gallery=F(phi_old) / phi_old2025.0967.29—
FastFillQuery/Gallery=phi_new / F(phi_old)2025.0967.23—
FastFillQuery/Gallery=F(phi_old) / F(phi_old)2025.0966.17—
FCTQuery/Gallery=F(phi_old) / F(phi_old)2025.0957.35—
Ind. Train.Query/Gallery=phi_old / phi_old2025.0951.13—
Ind. Train.Query/Gallery=phi_new / phi_old2025.090.8—
FCTQuery/Gallery=F(phi_old) / phi_old2025.090.8—
FastFillQuery/Gallery=F(phi_old) / phi_old2025.090.8—