Multimodal Event Classification on Kinetics50-C severity level 5 (test) benchmark leaderboard · SOTA2 Research

Multimodal Event Classification on Kinetics50-C severity level 5 (test)

55.3Accuracy (Gaussian Noise)BriMPR

Evaluation Results

Method	Links
BriMPR2025.11		55.3	56.1	56.7	67.8	—	70.6	68.8	65.9	66.2	64.1	76.2	56.3	72	73.7	70.5	65.9
ABPEM2025.11		52.1	53.1	52.8	69	—	71.8	68.8	64.1	65.7	57.9	76.6	54.3	69.2	71.1	69.2	64.1
READ2025.11		50.7	52.2	51.4	67.9	—	71.1	68.7	64	65.8	56.3	76.3	53.6	68.7	70	68.6	63.4
SuMi2025.11		50.1	50.7	50.4	68.2	—	72.2	69.7	65.7	67	56.5	77.1	55.2	69.3	71.2	68.9	63.9
FOA2025.11		49.2	50.8	49.7	66	—	69.8	67.4	62.8	65.7	60.3	74.9	51.9	69.5	68.8	68	62.7
EATA2025.11		48.7	50.4	49.6	67.8	—	70.8	67.5	62.5	62.5	47.9	76.1	52.2	66.9	69.7	67.4	61.5
DeYO2025.11		48.6	50.2	49.4	67.9	—	70.9	67.4	62.5	62.3	40.4	76.1	52.2	66.8	69.8	67.3	61
SAR2025.11		48.5	50.2	49.2	67.8	—	70.9	67.9	63.1	62.7	38.7	76.1	52.2	67.1	69.8	67.4	61
Source2025.11		48.2	50	49.2	67.7	—	70.6	66.1	60.9	60.7	44.7	75.9	51.8	65.5	68.7	66.1	60.5
Tent2025.11		48.2	49.8	48.7	67.7	—	70.8	67.2	61.8	61.4	33.7	76	51.2	66.6	69.6	66.9	60.1
BriMPR2025.11		22.9	24.2	24.1	43.6	45.4	49.5	48.2	38	40.8	36.8	59.8	27.1	52.8	52.7	47.9	40.9
ABPEM2025.11		19.2	20.7	19.7	46.2	44.2	51.9	47.9	38.1	41.1	32.6	59.9	25.3	49.4	48.8	45.6	39.4
FOA2025.11		18.7	20.6	19.3	43.7	45.5	50.2	47.9	38.9	43.7	37.2	60.5	23.5	52.7	48.9	47.4	39.9
READ2025.11		14.5	14.9	14.8	43.8	42.1	51	46.5	35.4	38.9	27.6	58.9	22.6	47.1	42.1	38.1	35.9
Source2025.11		13.1	14.1	13.3	37.2	37.4	45.3	41.8	29.4	32.6	20.4	55.2	18.3	42.5	38.8	37.8	31.8
EATA2025.11		12.9	14	13.1	38.1	38.7	46.9	43.1	30.6	33	20.2	56.5	18.2	43.7	40.7	39	32.6
SuMi2025.11		12.5	13.6	12.6	37	37.9	45.9	42.3	29.3	32.7	19.7	55.7	17.8	42.7	38.3	36.9	31.7
SAR2025.11		11.8	12.8	11.9	37.4	38.2	46.3	43.1	29.8	33	17.4	56	16	43.5	39.5	38.2	31.7
DeYO2025.11		11	12	11.1	37	37.7	46.3	43.2	29.9	33.3	17.9	56.2	17	43.7	39.7	38	31.6
Tent2025.11		9.1	9.7	9.1	32.5	34.1	43.5	40.2	23.2	28.3	13.2	55.1	13.7	40.7	34.7	35	28.1