Mouse behavior representation learning on MABe challenge 2022 benchmark leaderboard · SOTA2 Research

Mouse behavior representation learning on MABe challenge 2022

0.0909Day (MSE)BAMS

Evaluation Results

Method	Links
BAMS2023.03		0.0909	0.0899	72	88.23	2.74	1.89	67.22	53.43	31.43	0.59	1.61	1.57	18.15
BAMS long-term2023.03		0.0917	0.0904	70.91	86.49	2.1	1.06	61.99	49.12	29.09	0.45	1.32	1.08	13.98
T-BERT2023.03		0.0926	0.0928	68.84	78.63	1.8	0.87	70.22	55.84	30.24	0.51	1.4	1.12	17.27
T-GPT2023.03		0.0927	0.0938	65.39	64.45	1.73	0.64	69.05	55.78	23.8	0.46	1.12	1.05	17.86
T-PointNet2023.03		0.0928	0.0932	67.15	66.01	2.56	4.57	70.68	55.96	21.23	0.84	2.79	2.32	15.61
BAMS short-term2023.03		0.0929	0.0929	66.34	61.33	1.8	1.15	66.58	52.6	25.34	0.39	1.09	0.98	16.74
T-Perceiver2023.03		0.0932	0.0932	69.68	69.81	1.57	1.27	60.84	47.81	28.32	0.41	1.16	0.86	16.42
TS2Vec2023.03		0.0938	0.0942	65.6	57.12	1.29	0.66	59.53	46.13	24.74	0.35	1.09	0.74	12.37
TVAE2023.03		0.094	0.0944	56.8	52.98	1.07	0.45	59.33	44.77	21.96	0.27	0.83	0.62	10.2
PCA2023.03		0.0942	0.0945	54.65	51.6	0.86	0.14	49.27	37.87	12.71	0.21	0.6	0.53	6.65