Action Unit Detection on BP4D

69.3Average F1 ScoreNorface

Evaluation Results

Method
Norface2024.07	69.3	60.9	55.3	67.4	79.7	79.9	87.5	90.7	69.8	58.1	66.2	61.8	53.7
FMAE-IAT2024.07	67.1	62.7	51.9	62.7	79.8	80.1	84.8	89.9	64.6	54.9	65.4	53.1	54.7
MDHR2024.07	66.6	58.3	50.9	58.9	78.4	80.3	84.9	88.2	69.5	56	65.5	49.5	59.3
FMAE2024.07	66.6	59.2	50	62.7	80	79.2	84.7	89.8	63.5	52.8	65.1	55.3	56.9
HiVA2026.02	66.5	54.3	49.7	63.3	79.3	79.8	84.5	88.8	68.5	57	62.6	53.1	56.8
AUFormer2024.07	66.2	—	—	—	—	—	—	—	—	—	—	—	—
MDHR2026.02	66.1	54.6	49.7	61	79.9	79.4	85.4	88.5	67.8	56.8	63.2	50.9	55.4
MCM2024.07	66	54.4	48.5	60.6	79.1	77	84	89.1	61.7	59.3	64.7	53	60.5
CLEF2024.07	65.9	55.8	46.8	63.3	79.5	77.6	83.6	87.8	67.3	55.2	63.5	53	57.8
CLEF2026.02	65.9	55.8	46.8	63.3	79.5	77.6	83.6	87.8	67.3	55.2	63.5	53	57.8
VL-FAU2026.02	65.8	56.3	49.9	62.6	79.5	80.1	82.6	88.6	66.8	51.3	63.5	51.3	57.1
GLEE-Net2024.07	65.7	60.6	44.4	61	80.6	78.7	85.4	88.1	64.9	53.7	65.1	47.7	55.9
ANFL2024.07	65.5	52.7	44.3	60.9	79.9	80.1	85.3	89.2	69.4	55.4	64.4	49.8	55.1
ME-GraphAU2026.02	65.5	52.7	44.3	60.9	79.9	80.1	85.3	89.2	69.4	55.4	64.4	49.8	55.1
AUNet2026.02	65	58	48.2	62.4	76.4	77.5	83.4	88.4	63.4	52	65.5	52.1	52.3
CaFNet2024.07	64.9	55.1	49.3	57.7	78.3	78.6	85.1	86.2	67.4	52	64.4	48.3	56.2
Chang et al.2024.07	64.5	53.3	47.4	56.2	79.4	80.7	85.1	89	67.4	55.9	61.9	48.5	54.9
KSRL2024.07	64.5	53.3	47.4	56.2	79.4	80.7	85.1	89	67.4	55.9	61.9	48.5	49
PIAP2024.07	64.4	55	50.3	51.2	80	79.7	84.7	90.1	65.6	51.4	63.8	50.5	50.9
CISNet2026.02	64.3	54.8	48.3	57.2	76.2	76.5	85.2	88.4	66.2	50.9	65	47.7	56.5
MHSA-FFN2024.07	64.2	51.7	49.3	61	77.8	79.5	82.9	86.3	67.6	51.9	63	43.7	56.3
FAUT2024.07	64.2	51.7	49.3	61	77.8	79.5	82.9	86.3	67.6	51.9	63	43.7	56.3
Jacob et al.2026.02	64.2	51.7	49.3	61	77.8	79.5	82.9	86.3	67.6	51.9	63	43.7	56.3
PIAP2026.02	64.1	54.2	47.1	54	79	78.2	86.3	89.5	66.1	49.7	63.2	49.4	52
SEV-Net2024.07	63.9	58.2	50.4	58.3	81.9	73.9	79.5	87.5	61.6	52.6	62.2	44.6	47.6
SEV-Net2024.07	63.9	58.2	50.4	58.3	81.9	73.9	87.8	87.5	61.6	52.6	62.2	44.6	47.6
SEV-Net2026.02	63.9	58.2	50.4	58.3	81.9	73.9	87.8	87.5	61.6	52.6	62.2	44.6	47.6
AAR2026.02	63.8	53.2	47.7	56.7	75.9	79.1	82.9	88.6	60.5	51.5	61.9	51	56.8
MGRR-Net2026.02	63.7	52.6	47.9	57.3	—	77.6	84.9	88.4	67.8	47.6	63.3	47.4	51.3
HMP-PS2024.07	63.4	53.1	46.1	56	76.5	76.9	82.1	86.4	64.8	51.5	63	49.9	54.5
HMP-PS2024.07	63.4	53.1	46.1	56	76.5	76.9	82.1	86.4	64.8	51.5	63	49.9	54.5
UGN2026.02	63.3	54.2	46.4	56.8	76.2	76.7	82.4	86.1	64.7	51.2	63.1	48.5	53.6
JAA-Net2024.07	62.4	53.8	47.8	58.2	78.5	75.8	82.7	88.2	63.7	43.3	61.8	45.6	49.9
SRERL2026.02	62.1	46.9	45.3	55.6	77.1	78.4	83.5	87.6	63.9	52.2	63.9	47.1	53.3
ARL2026.02	61.1	45.8	39.8	55.1	75.7	77.2	82.3	86.6	58.8	47.6	62.1	47.4	55.4
LP-Net2024.07	61	43.4	38	54.2	77.1	76.7	83.8	87.2	63.3	45.3	60.5	48.1	54.2
SO-Net2026.02	60.8	40.2	46.2	56	79.3	73.5	84.2	90.8	64.7	55.9	61	37.4	40.2
TAE2026.02	60.3	47	45.9	50.9	74.7	72	82.4	85.6	62.3	48.1	62.3	45.9	46.3
JAA-Net2026.02	60	47.2	44	54.9	77.5	74.6	84	86.9	61.9	43.6	60.3	42.7	41.9
IdenNet2026.02	59.3	50.5	35.9	50.6	77.2	74.2	82.9	85.1	65.3	42.2	60.8	42.1	46.5
DSIN2026.02	58.9	51.7	40.4	56	76.1	73.5	79.9	85.4	62.7	37.3	62.9	38.8	41.6
EAC-Net2026.02	55.9	39	35.2	48.6	76.1	72.9	81.9	86.2	58.8	37.5	59.1	35.9	35.8
ATF2026.02	55.4	39.2	35.2	45.9	71.6	71.9	79	83.7	65.5	33.8	60	37.3	41.8