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Fine-grained classification on Flower102 (Adversarial Evaluation)

76.5Clean Accuracy

TTC

Updated 1mo ago

Evaluation Results

Method	Links
TTC 2026.05		76.5	7.5
CLIP 2026.05		76.2	0
R-TPT 2026.05		76.2	55.6
MTA 2026.05		76.1	44.2
TTP 2026.05		76.1	58.7
AGC 2026.05		76	96
Ensemble 2026.05		75	60
TTC 2025.12		69	7.4
R-TPT 2025.12		68.7	44.6
CLIP 2025.12		67.4	0
MTA 2025.12		67.4	27.9
CLIP 2026.06		67.4	0
TPT 2026.06		67.4	0
TTP 2025.12		67.3	47.2
SS-TPT 2026.06		67	45.4
R-TPT 2026.06		66.7	44.7
Ensemble 2025.12		65.9	36.3
Ensemble 2026.06		65.6	17.1
TTC 2026.06		65	7.5
C-TPT 2025.04		64.8	0
DOC 2026.06		64.6	9.7
MTA 2025.12		64.4	36.5
TTC 2025.12		64.3	3.2
CLIP 2025.12		64	0
TTP 2025.12		63.6	42
TAPT 2026.06		63.1	9.1
R-TPT 2025.12		62.6	37.6
TPT 2025.04		62.1	0
CLIP 2025.04		61.7	0
MTA 2025.04		61	31.5
R-TPT 2025.04		60.6	51.9
Ensemble 2025.12		58.1	36.1
Ensemble 2025.04		58	46.6
CLIP 2026.06		30.8	10
TPT 2026.06		27.7	12.5
Ensemble 2026.06		26.6	15.9
SS-TPT 2026.06		26.3	16.2
R-TPT 2026.06		26	15.5