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ResearchFormerly WizWand

Multi-label classification on Objects365 (test)

52.2mAPML-VPT

Evaluation results

Method	Links
ML-VPT2025.04		52.2	51.5	51.5	51.5	70.8	71	70.9
VPT2025.04		49.3	49.3	49.3	49.3	69.6	69.8	69.7
E2VPT2025.04		49.2	49.2	49.3	49.3	69.5	69.7	69.6
GateVPT2025.04		48.1	48.4	48.5	48.4	68.3	68.5	68.4
ML-VPT2025.04		45.2	45.5	45.5	45.5	64.7	64.8	64.8
VPT2025.04		44.3	45	45.1	45.1	64.1	64.3	64.2
E2VPT2025.04		44.1	44.9	44.9	44.9	64.1	64.3	64.2
GateVPT2025.04		42.9	44	44	44	62.8	63.1	62.9
ML-VPT2025.04		41.4	42.7	42.8	42.7	65.2	65.3	65.3
E2VPT2025.04		40.2	41.8	41.8	41.8	64.2	64.4	64.3
VPT2025.04		40.1	41.5	41.6	41.6	64.2	64.4	64.3
ML-VPT2025.04		40	41.3	41.4	41.3	61.7	61.8	61.7
GateVPT2025.04		39	40.8	40.8	40.8	62.7	62.9	62.8
E2VPT2025.04		37.9	39.6	39.6	39.6	60.5	60.7	60.6
VPT2025.04		37.6	39.3	39.4	39.4	60.4	60.6	60.5
GateVPT2025.04		36.3	38.4	38.4	38.4	58.8	59	58.9
ML-VPT2025.04		34.5	36.6	36.6	36.6	62.4	62.5	62.5
ML-VPT2025.04		33.6	35.7	35.7	35.7	59.1	59.2	59.2
VPT2025.04		31.8	34.5	34.5	34.5	58.1	58.3	58.2
GateVPT2025.04		31.8	34.5	34.5	34.5	58.1	58.3	58.2
E2VPT2025.04		31.8	34.4	34.5	34.4	58	58.3	58.2
VPT2025.04		31.5	34.3	34.4	34.4	60.2	60.4	60.3
E2VPT2025.04		29.6	32.4	32.5	32.4	59.4	59.5	59.4
GateVPT2025.04		26.8	29.9	30	30	56.9	57.1	57