Action Recognition on EPIC-KITCHENS VISOR

42.82Pred. Acc. VerbDense

Evaluation Results

Method
Dense2026.06	42.82	32.21	33.91	38.13	12.99	98.44	45.59	37.71
Dense2026.06	38.1	28.23	—	—	—	—	—	—
Rationale-Informed Pruning2026.06	36.87	26.68	37.58	31.75	11.93	99.37	36.56	31.54
Rationale-Informed Pruning2026.06	35.93	27.52	—	—	—	—	—	—
Dense2026.06	34.38	31.82	2.93	32.69	1.13	100	42.01	38.5
Rationale-Informed Pruning2026.06	33.76	24.09	37.7	28.11	11.07	99.32	34.06	29.16
Rationale-Informed Pruning2026.06	31.89	21.47	35.79	24.19	9.34	99.49	30.25	25.98
Rationale-Informed Pruning2026.06	31.86	22.28	—	—	—	—	—	—
Dense2026.06	30.76	26.65	10.8	40.3	3.58	98.8	37.4	32.74
Rationale-Informed Pruning2026.06	29.24	24.26	8.17	35.24	2.45	99.56	34.56	29.89
Rationale-Informed Pruning2026.06	28.65	18.95	—	—	—	—	—	—
Rationale-Informed Pruning2026.06	26.78	21.96	10.23	33.33	2.92	99.07	33.15	28.23
Rationale-Informed Pruning2026.06	26.16	22.67	9.26	35.09	2.65	99.07	33.52	28.36
OMP2026.06	25.19	0.84	0	0	0	75	0.58	0.2
Rationale-Informed Pruning2026.06	25.03	19.4	11.02	28.97	2.78	99.74	29.34	25.18
ECoFLaP2026.06	24.32	14.78	39.86	17.78	7.42	98.22	27.68	18.29
ECoFLaP2026.06	23.93	25.32	6.84	38.64	2.25	99.8	36.88	32.87
ECoFLaP2026.06	23.8	17.95	—	—	—	—	—	—
Kwon et al.2026.06	23.64	14.1	29.86	18.53	5.5	97.12	24.66	17.89
ECoFLaP2026.06	23.22	17.21	—	—	—	—	—	—
Rationale-Informed Pruning2026.06	23.16	20.67	11	27.92	2.85	99.23	31.21	25.71
Rationale-Informed Pruning2026.06	20.7	15.56	13.87	24.43	2.85	100	23.92	20.54
ECoFLaP2026.06	20.7	22.25	5.97	33.78	1.66	99.76	32.13	27.7
GMP2026.06	19.4	2.1	3.7	2.27	0.07	88.89	12.83	1.59
ECoFLaP2026.06	18.6	10.25	—	—	—	—	—	—
GMP2026.06	17.79	1.97	0	0	0	96.15	18.38	1.66
GMP2026.06	17.69	2.72	3.57	0.79	0.07	100	9.49	1.86
OMP2026.06	16.88	0.81	0	0	0	100	0.51	0.27
GMP2026.06	16.24	1.2	4.35	0.78	0.07	65.22	9.26	0.99
ECoFLaP2026.06	16.04	14	8.7	16.3	1.46	99.21	18.94	16.63
GMP2026.06	14.59	1.78	0	0	0	100	4.75	1.06
ECoFLaP2026.06	14.46	13.32	12.2	23.85	2.05	99.61	19.28	16.77
Kwon et al.2026.06	13.75	9.41	—	—	—	—	—	—
Kwon et al.2026.06	13.58	9.38	9.55	9.71	1.13	99.44	16.15	11.73
Kwon et al.2026.06	13.29	2.65	6.06	1.23	0.13	93.94	4.61	2.05
ECoFLaP2026.06	13.23	16.27	4.84	25.86	0.99	99.03	25.91	20.34
Kwon et al.2026.06	13.13	13.97	2.13	17.65	0.4	97.87	21.87	18.29
ECoFLaP2026.06	11.71	4.46	32.88	5.02	1.59	94.52	9.69	4.57
Kwon et al.2026.06	11.19	4.46	4.11	1.55	0.2	97.26	7.68	4.71
ECoFLaP2026.06	10.64	9.83	10.5	9.69	1.26	98.9	14.88	11.86
OMP2026.06	8.67	0.94	0	0	0	85.71	1.22	0.4
ECoFLaP2026.06	8.51	4.72	36.9	6.1	2.05	92.86	12.4	5.17
Kwon et al.2026.06	8.25	4.2	41.33	6.65	2.05	97.33	8.83	4.84
GMP2026.06	7.76	0.52	—	—	—	—	—	—
Kwon et al.2026.06	7.24	4.24	—	—	—	—	—	—
GMP2026.06	6.18	1.16	4.76	0.39	0.07	100	4.75	1.06
OMP2026.06	4.14	0.91	10	0.35	0.07	70	2.55	0.46
OMP2026.06	3.53	0.29	0	0	0	100	0.56	0.13
OMP2026.06	3.36	0.52	0	0	0	0	0	0
OMP2026.06	3.07	0	0	0	0	0	0	0
GMP2026.06	2.68	0.87	—	—	—	—	—	—
Kwon et al.2026.06	2.46	0.94	—	—	—	—	—	—
GMP2026.06	2.3	1.03	44.44	0.88	0.27	55.56	2.07	0.33
OMP2026.06	2.26	1.1	—	—	—	—	—	—
OMP2026.06	2.26	1.23	—	—	—	—	—	—
OMP2026.06	2.26	1.26	—	—	—	—	—	—
Kwon et al.2026.06	2.2	4.33	3.45	15	0.2	98.85	9.01	5.7
GMP2026.06	1.58	1.07	25	0.82	0.2	0	0	0
Kwon et al.2026.06	0.49	1.33	30.77	2.16	0.53	96.15	4.73	1.66
GMP2026.06	0.42	1	—	—	—	—	—	—
Kwon et al.2026.06	0.36	0.87	0	0	0	100	2.77	1.13
OMP2026.06	0.23	0.52	100	0.27	0.07	0	0	0
OMP2026.06	0.1	0.36	0	0	0	0	0	0
GMP2026.06	0.06	0.65	0	0	0	0	0	0
Dense2026.06	—	—	27.2	36.04	9.41	96.35	41.64	33.33
ECoFLaP2026.06	—	—	32.01	24.95	6.96	98.48	25.23	21.4
ECoFLaP2026.06	—	—	33.74	25.51	7.49	98.51	27.8	21.87
ECoFLaP2026.06	—	—	32.49	15.13	4.24	98.47	15.52	12.86
GMP2026.06	—	—	37.74	0.54	0.2	13.21	1.07	0.07
GMP2026.06	—	—	33.75	0.98	0.27	0	0	0
GMP2026.06	—	—	20.59	0.26	0.07	60.61	2.72	0.2
Kwon et al.2026.06	—	—	30.63	11.82	3.51	97.12	16.39	11.13
Kwon et al.2026.06	—	—	23.02	4.06	1.19	93.62	8.3	4.84
Kwon et al.2026.06	—	—	9.35	0.52	0.13	85.61	3.86	1.19
OMP2026.06	—	—	8.05	0.39	0.07	6.06	0.99	0
OMP2026.06	—	—	31.03	1.38	0.27	0	0	0
OMP2026.06	—	—	21.51	1.19	0.2	0	0	0
Rationale-Informed Pruning2026.06	—	—	28.64	36.42	9.68	96.86	39.74	32.74
Rationale-Informed Pruning2026.06	—	—	35.97	33.34	9.68	97.77	32.09	26.31
Rationale-Informed Pruning2026.06	—	—	33.25	28.75	7.89	98.31	28.05	23.33