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Facial Action Unit Recognition on BP4D (F1 Scores)

59.7AU 1 F1

WSRTL

Updated 4d ago

Evaluation Results

Method
WSRTL 2024.04	59.7	51.7	61.6	80.3	80.9	85.2	89.7	67.8	52.2	63.4	51.4	46.9	65.9
MDHR 2024.04	58.3	50.9	58.9	78.4	80.3	84.9	88.2	69.5	56	65.5	49.5	59.3	66.6
SEV-Net 2022.05	58.2	50.4	58.3	81.9	73.9	87.8	87.5	61.6	52.6	62.2	44.6	47.6	63.9
SMA-Net 2024.04	56.5	45.1	57	79.5	79.5	84.5	86.4	66.1	55.8	64.2	48.7	56.8	64.9
HSTR-Net 2024.04	55.5	49.5	61.9	76.6	80.2	84.2	87.4	62.6	54.8	64.1	47.1	52.1	64.7
FAN-Trans 2024.04	55.4	46	59.8	78.7	77.7	82.7	88.6	64.7	51.4	65.7	50.9	56	64.8
KS 2024.04	55.3	48.6	57.1	77.5	81.8	83.3	86.4	62.8	52.3	61.3	51.6	58.3	64.7
MDHR 2024.04	54.6	49.7	61	79.9	79.4	85.4	88.5	67.8	56.8	63.2	50.9	55.4	66.1
UGN-B 2022.05	54.2	46.4	56.8	76.2	76.7	82.4	86.1	64.7	51.2	63.1	48.5	53.6	63.3
Ours (ResNet-50) 2022.05	53.7	46.9	59	78.5	80	84.4	87.8	67.3	52.5	63.2	50.6	52.4	64.7
HMP-PS 2022.05	53.1	46.1	56	76.5	76.9	82.1	86.4	64.8	51.5	63	49.9	54.5	63.4
Ours (Swin Transformer-Base) 2022.05	52.7	44.3	60.9	79.9	80.1	85.3	89.2	69.4	55.4	64.4	49.8	55.1	65.5
ME-GraphAU 2024.04	52.7	44.3	60.9	79.9	80.1	85.3	89.2	69.4	55.4	64.4	49.8	55.1	65.5
FAUDT 2022.05	51.7	49.3	61	77.8	79.5	82.9	86.3	67.6	51.9	63	43.7	56.3	64.2
FAUDT 2024.04	51.7	49.3	61	77.8	79.5	82.9	86.3	67.6	51.9	63	43.7	56.3	64.2
STRAL 2024.04	48.2	47.7	58.1	75.8	78.1	81.6	87.6	60.5	50.2	64	51.2	55.2	63.2
JAA-Net 2022.05	47.2	44	54.9	77.5	74.6	84	86.9	61.9	43.6	60.3	42.7	41.9	60
JAA-Net 2024.04	47.2	44	54.9	77.5	74.6	84	86.9	61.9	43.6	60.3	42.7	41.9	60
SRERL 2022.05	46.9	45.3	55.6	77.1	78.4	83.5	87.6	63.9	52.2	63.9	47.1	53.3	62.9
SRERL 2024.04	46.9	45.3	55.6	77.1	78.4	83.5	87.6	63.9	52.2	63.9	47.1	53.3	62.9
ARL 2022.05	45.8	39.8	55.1	75.7	77.2	82.3	86.6	58.8	47.6	62.1	47.4	55.4	61.1
ARL 2024.04	45.8	39.8	55.1	75.7	77.2	82.3	86.6	58.8	47.6	62.1	47.4	55.4	61.1
LP-Net 2022.05	43.4	38	54.2	77.1	76.7	83.8	87.2	63.3	45.3	60.5	48.1	54.2	61
EAC-Net 2022.05	39	35.2	48.6	76.1	72.9	81.9	86.2	58.8	37.5	59.1	35.9	35.8	55.9
EAC-Net 2024.04	39	35.2	48.6	76.1	72.9	81.9	86.2	58.8	37.5	59.1	35.9	35.8	55.9
DRML 2022.05	36.4	41.8	43	55	67	66.3	65.8	54.1	33.2	48	31.7	30	48.3