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Dynamic Facial Expression Recognition on DFEW

82.48WAR

HumanOmni

Updated 1mo ago

Evaluation Results

Method
HumanOmni 2025.12	82.48	74.86	-	-	-	-	-	-	-
Omni-Emotion 2025.12	78.35	68.8	-	-	-	-	-	-	-
FaVChat 2025.12	77.88	68.17	-	-	-	-	-	-	-
Emotion-LLaMA 2025.12	77.06	64.21	-	-	-	-	-	-	-
R1-Omni 2025.12	76.67	69.69	52.01	55.39	60.7	-	-	-	-
FineCLIPER, CLIP-ViT-L/16, LLaVA, MLLM 2026.04	76.21	-	-	-	-	1	-	-	-
FineCLIPER, CLIP-ViT-L/16, LLaVA, MLLM 2026.05	76.21	-	-	-	-	1	-	-	-
S2D 2023.12	76.03	61.82	-	-	-	-	-	-	-
S2D 2025.12	76.03	61.82	-	-	-	-	-	-	-
S2D 2023.12	75.98	62.57	-	-	-	-	-	-	-
S4D 2026.04	75.85	66.37	-	-	-	-	64.04	17.93	41.64
ERV 2025.12	75.81	68.88	62.06	65.5	73.53	-	-	-	-
S4D 2026.04	75.47	66.78	-	-	-	-	63.81	19.31	42.07
S2D 2023.12	74.81	65.45	-	-	-	-	-	-	-
MAE-DFER 2023.12	74.43	63.41	-	-	-	-	-	-	-
MAE-DFER 2025.12	74.43	63.41	-	-	-	-	-	-	-
Align-DFER, CLIP-ViT-L/14, MLLM 2026.04	74.2	-	-	-	-	2	-	-	-
Align-DFER, CLIP-ViT-L/14, MLLM 2026.05	74.2	-	-	-	-	2	-	-	-
MIGR 2025.12	73.93	67.78	68.48	70.06	88.95	-	-	-	-
UMBEnet, CLIP 2026.04	73.93	-	-	-	-	3	-	-	-
UMBEnet, CLIP 2026.05	73.93	-	-	-	-	3	-	-	-
LSGT, ResNet-18 2026.04	72.34	-	-	-	-	4	-	-	-
LSGT, ResNet-18 2026.05	72.34	-	-	-	-	4	-	-	-
DFER-CLIP 2026.04	72.32	61.26	-	-	-	-	58.84	17.24	40.54
DFER-CLIP 2023.12	71.25	59.61	-	-	-	-	-	-	-
DFER-CLIP 2026.04	71.25	59.61	-	-	-	-	56.25	11.72	37.81
CLIPER 2023.12	70.84	57.56	-	-	-	-	-	-	-
VE_MD Heatmap 2026.05	70.73	-	-	-	-	5	-	-	-
VE-MD-Heatmap 2026.04	70.31	-	-	-	-	5	-	-	-
VE-MD-PersonQuery 2026.04	69.98	-	-	-	-	6	-	-	-
VE_MD DETR 2026.05	69.98	-	-	-	-	6	-	-	-
M3DFEL 2023.12	69.25	56.1	-	-	-	-	-	-	-
IAL 2023.12	69.24	55.71	-	-	-	-	-	-	-
OUS, CLIP 2026.04	68.85	-	-	-	-	7	-	-	-
OUS, CLIP 2026.05	68.85	-	-	-	-	7	-	-	-
NR-DFERNet 2023.12	68.19	54.21	-	-	-	-	-	-	-
Res18_Transformer 2026.04	67.6	56.7	-	-	-	-	55.54	11.72	39.48
VGG13_Transformer 2026.04	66.77	55.53	-	-	-	-	53.22	8.28	38.89
STT 2023.12	66.65	54.58	-	-	-	-	-	-	-
Res18_Transformer 2026.04	66.59	55.6	-	-	-	-	52.82	5.52	36.92
EST 2023.12	65.85	53.43	-	-	-	-	-	-	-
Former-DFER 2023.12	65.7	53.69	-	-	-	-	-	-	-
Former-DFER 2025.12	65.7	53.69	-	-	-	-	-	-	-
VGG13_Transformer 2026.04	65.5	53.94	-	-	-	-	49.66	3.45	35.67
CEFLNet 2023.12	65.35	51.14	-	-	-	-	-	-	-
Res18_LSTM 2026.04	65.22	53.25	-	-	-	-	52.8	6.9	38.58
ResNet-18+LSTM 2023.12	63.85	51.32	-	-	-	-	-	-	-
Res18_LSTM 2026.04	63.66	51.85	-	-	-	-	51.02	0	35.91
VGG13_LSTM 2026.04	63.5	50.7	-	-	-	-	50.34	3.45	25.97
VGG13_LSTM 2026.04	62.47	49.44	-	-	-	-	47.62	0	22.1
EmoCLIP, CLIP-ViT-B/32 2026.04	62.12	-	-	-	-	8	-	-	-
EmoCLIP CLIP-ViT-B/32 2026.05	62.12	-	-	-	-	8	-	-	-
3D ResNet-18 2023.12	58.27	46.52	-	-	-	-	-	-	-
C3D 2023.12	53.54	42.74	-	-	-	-	-	-	-
R(2+1)D-18 2023.12	53.22	42.79	-	-	-	-	-	-	-