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Classification on CPT zero-shot

69.01Part-Whole ScoreUNITER
49.374854.472459.5764.6676May 6, 2026

Evaluation results

MethodLinks
UNITERStream Architecture=Single-Stream, Evaluation Split=HNCfull, Protocol=zero-shot2026.0569.0170.6555.7546.2758.562.1757.9768.7159.637762.32
VisualBERTStream Architecture=Single-Stream, Evaluation Split=HNCfull, Protocol=zero-shot2026.0568.8468.8452.0252.363.2766.957.5470.3357.227062.16
VisualBERTStream Architecture=Single-Stream, Evaluation Split=HNCsubset, Protocol=zero-shot2026.0566.4770.8953.2650.1961.3468.1757.0167.7958.3468.461.5
VisualBERTStream Architecture=Single-Stream, Evaluation Split=FOIL, Protocol=zero-shot2026.0564.4669.6950.1651.5161.7565.658.5468.6657.786661.2
UNITERStream Architecture=Single-Stream, Evaluation Split=HNCsubset, Protocol=zero-shot2026.0564.166.4250.9946.5357.2962.853.3265.9558.7563.259.27
UNITERStream Architecture=Single-Stream, Evaluation Split=FOIL, Protocol=zero-shot2026.0563.9567.2749.5346.5956.6954.5757.4764.9357.726459.29
VL-BERTStream Architecture=Single-Stream, Evaluation Split=HNCfull, Protocol=zero-shot2026.0563.4368.649.6953.3162.7468.0457.4765.7451.436760.28
VisualBERTStream Architecture=Single-Stream, Evaluation Split=VOLTA, Protocol=zero-shot2026.0563.3565.748.4550.9856.8461.258.167.2257.276559.24
UNITERStream Architecture=Single-Stream, Evaluation Split=VOLTA, Protocol=zero-shot2026.056365.9446.4347.8654.0461.5857.4165.3658.516258.53
VL-BERTStream Architecture=Single-Stream, Evaluation Split=FOIL, Protocol=zero-shot2026.0561.3771.3849.2251.6762.2163.4856.6665.7452.226659.33
VL-BERTStream Architecture=Single-Stream, Evaluation Split=HNCsubset, Protocol=zero-shot2026.0559.4367.0848.8850.557.9365.5253.8565.1550.4864.457.88
VL-BERTStream Architecture=Single-Stream, Evaluation Split=VOLTA, Protocol=zero-shot2026.0558.3766.0647.251.8355.462.2356.4765.1250.426357.42
LXMERTStream Architecture=Dual-Stream, Evaluation Split=HNCfull, Protocol=zero-shot2026.0556.4860.5146.4350.2454.870.1156.7960.6252.055455.49
ViLBERTStream Architecture=Dual-Stream, Evaluation Split=HNCfull, Protocol=zero-shot2026.0555.9754.8341.339.2852.0856.8550.4757.3247.055350.87
ViLBERTStream Architecture=Dual-Stream, Evaluation Split=VOLTA, Protocol=zero-shot2026.0555.0255.9242.2447.1749.8957.3952.9160.4856.65253.95
ViLBERTStream Architecture=Dual-Stream, Evaluation Split=FOIL, Protocol=zero-shot2026.0554.5956.7640.0645.7952.3856.6351.9757.854.415452.99
LXMERTStream Architecture=Dual-Stream, Evaluation Split=VOLTA, Protocol=zero-shot2026.0553.7359.4243.0149.2351.5562.4555.662.8754.85655.43
LXMERTStream Architecture=Dual-Stream, Evaluation Split=HNCsubset, Protocol=zero-shot2026.0552.9361.9844.3847.5654.7867.255.0463.9154.653.455.94
ViLBERTStream Architecture=Dual-Stream, Evaluation Split=HNCsubset, Protocol=zero-shot2026.0552.6554.5643.1141.552.5355.6445.4157.5753.2358.651.15
LXMERTStream Architecture=Dual-Stream, Evaluation Split=FOIL, Protocol=zero-shot2026.0550.1355.6843.1749.8152.4664.1852.7257.5151.885452.22