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Facial Expression Recognition on Aff-Wild2 (10 target subjects)

98.9Accuracy (Subject 1)

Fine-tune

Updated 1mo ago

Evaluation Results

Method	Links
Fine-tune 2025.08		98.9	98.71	98.03	98.37	94.66	83.33	99.87	81.48	94.54	97.88	94.58
Supervised fine-tuning 2025.08		91.93	92.83	93.73	93.23	94.23	93.73	94.63	95.53	93.23	94.23	93.73
SFDA-PFT 2025.08		60.83	59.47	58.26	61.72	57.39	60.91	56.18	59.64	61.05	56.75	59.2
SFDA-IT 2025.08		59.63	57.88	54.42	58.07	53.61	55.94	50.83	55.76	58.23	56.83	56.12
SFIT 2025.08		58.42	56.37	54.79	57.61	55.03	52.98	56.85	57.12	49.56	50.57	55.93
DSFDA 2025.08		58.31	56.78	57.96	59.24	55.63	58.09	56.41	57.18	57.82	56.18	57.42
SFDA-PFT 2025.08		52.66	53.56	54.46	53.96	54.96	54.46	55.36	56.26	53.96	54.96	54.46
SFDA-IT 2025.08		49.3	50.2	51.1	50.6	51.6	51.1	52	52.9	50.6	51.6	51.1
SFIT 2025.08		48.43	49.33	50.23	49.73	50.73	50.23	51.13	52.03	49.73	50.73	50.23
TPDS 2025.08		47.62	44.18	43.75	46.03	42.87	41.59	44.22	41.07	49.08	50.49	45.09
SHOT 2025.08		45	41.67	40.42	43.91	39.88	41.34	42.18	39	49.16	50.84	42.34
NRC 2025.08		43.77	42.31	40.98	44.26	41.83	40.61	42.12	43.29	49.12	50.71	42.9
DSFDA 2025.08		37.26	38.16	39.06	38.56	39.56	39.06	39.96	40.86	38.56	39.56	39.06
TPDS 2025.08		36.69	37.59	38.49	37.99	38.99	38.49	39.39	40.29	37.99	38.99	38.49
NRC 2025.08		34.24	35.14	36.04	35.54	36.54	36.04	36.94	37.84	35.54	36.54	36.04
SHOT 2025.08		33.77	34.67	35.57	35.07	36.07	35.57	36.47	37.37	35.07	36.07	35.57
Source model 2025.08		24.5	23.97	21.94	30.17	32.41	40.63	16.92	37.67	18.77	19.98	26.7
Source model (no adaptation) 2025.08		18.7	19.6	20.5	20	21	20.5	21.4	22.3	20	21	20.5