Open-set Unsupervised Video Domain Adaptation on Epic-Kitchens benchmark leaderboard · SOTA2 Research

Open-set Unsupervised Video Domain Adaptation on Epic-Kitchens

67.19Average PerformanceSimMMDG

Evaluation Results

Method	Links
SimMMDG2023.10		67.19	—	—	—	—	—	—	63.68	70.13	67.76
SimMMDG2023.10		63.24	—	—	—	—	—	—	57.93	65.47	66.32
SimMMDG2023.10		61.79	—	—	—	—	—	—	59.31	63.33	62.73
SimMMDG2023.10		61.64	—	—	—	—	—	—	56.09	67.33	61.5
DeepAll2023.10		59.49	—	—	—	—	—	—	55.17	62.93	60.37
RNA-Net2023.10		58.26	—	—	—	—	—	—	54.71	—	58.21
DeepAll2023.10		57.61	—	—	—	—	—	—	55.63	59.2	58.01
RNA-Net2023.10		57.51	—	—	—	—	—	—	52.18	59.47	60.88
RNA-Net2023.10		56.59	—	—	—	—	—	—	52.41	57.2	60.16
MM-SADA2023.10		56.49	—	—	—	—	—	—	51.72	58.4	59.34
MM-SADA2023.10		56.25	—	—	—	—	—	—	49.2	60.4	59.14
MM-SADA2023.10		54.69	—	—	—	—	—	—	47.13	57.6	59.34
A3R2022.08		54.1	51.9	51.5	53.2	63.2	52.1	55.5	—	—	—
MM-SADA2023.10		53.7	—	—	—	—	—	—	47.36	53.47	60.27
DeepAll2023.10		53.34	—	—	—	—	—	—	47.13	55.73	57.17
RNA-Net2023.10		53.31	—	—	—	—	—	—	45.74	57.73	56.47
DeepAll2023.10		52.92	—	—	—	—	—	—	45.28	56.4	57.08
TranSVAE2022.08		52.6	50.3	48	50.5	58	50.3	58.6	—	—	—
CIA2022.08		52.2	49.8	52.2	52.5	57.6	47.8	53.2	—	—	—
MixDANN2022.08		52	50.3	51	56	54.7	47.3	52.4	—	—	—
STCDA2022.08		51.2	49	52.6	52	55.6	45.5	52.5	—	—	—
CMCD2022.08		51	49.5	48.7	50.3	56.3	46.3	52	—	—	—
MM-SADA2022.08		50.3	48.2	50.9	49.5	56.1	44.1	52.7	—	—	—
CleanAdapt2022.08		50.3	46.2	47.8	52.7	54.4	47	52.7	—	—	—
Sonly2022.08		45.9	43	43	43.2	55.5	42.5	48	—	—	—
AutoLabel2023.04		38.2	34.8	38.3	44.1	50.4	31.9	29.8	—	—	—
ActionCLIP-Oracle2023.04		33.5	33.2	33.1	37.1	44.6	24.2	28.9	—	—	—
ActionCLIP2023.04		32.4	31.3	28.3	38.1	43.4	29	24.2	—	—	—
ActionCLIP-ZOC2023.04		30.9	25.9	26.8	31.7	41.3	28	32.1	—	—	—
CEVT-CLIP2023.04		13	13.2	17.4	13.3	14.3	10.2	10.1	—	—	—
CEVT2023.04		12	13.2	14.7	8.4	16	8.1	11.3	—	—	—