Scene Understanding on NYU v2 benchmark leaderboard · SOTA2 Research

Scene Understanding on NYU v2

42.47mIoUAPT-Muon

Evaluation Results

Method	Links
APT-Muon2026.04		42.47	67.92	0.49	0.22	25.22	20.19	28.54	55.12	67.95	5.78	-5.54
APT-CG2026.04		40.51	66.32	0.53	0.22	25.77	20.65	27.24	54.25	67.15	6.78	-2.67
Nash-MTL2026.04		40.13	65.93	0.53	0.22	25.26	20.08	28.4	55.47	68.15	5.11	-4.04
CAGrad2026.04		39.79	65.49	0.55	0.23	26.31	21.58	25.61	52.36	65.58	9.44	0.29
FairGrad2026.04		39.74	66.01	0.54	0.22	24.84	19.6	29.26	56.58	69.16	5	-4.66
GradDrop2026.04		39.39	65.12	0.55	0.23	27.48	22.96	23.38	49.44	62.87	12.11	3.61
IMTL2026.04		39.35	65.6	0.54	0.23	26.02	21.19	26.2	53.13	66.24	8.33	-0.59
LS2026.04		39.29	65.33	0.55	0.23	28.15	23.96	22.09	47.5	61.08	12.56	5.46
DWA2026.04		39.11	65.31	0.55	0.23	27.61	23.18	24.17	50.18	62.39	11.78	3.49
APT-Fair2026.04		38.97	65.07	0.54	0.22	24.44	18.85	30.84	58.12	70.22	5.67	-6.04
FAMO2026.04		38.88	64.9	0.55	0.22	25.06	19.57	29.21	56.61	68.98	8.56	-4.1
Independent2026.04		38.3	63.76	0.68	0.28	25.01	19.21	30.14	57.2	69.15	—	—
PCGrad2026.04		38.06	64.64	0.56	0.23	27.41	22.8	23.86	49.83	63.14	12.67	3.83
COST2026.04		38.06	64.71	0.54	0.23	24.47	18.8	30.84	58.25	70.3	4.67	-5.39
APT-FAMO2026.04		37.66	64.57	0.54	0.23	24.87	19.11	30.12	57.5	69.58	7.22	-4.35
RLW2026.04		37.17	63.77	0.58	0.24	28.27	24.18	22.26	47.05	60.62	15.78	7.67
Uncertainty2026.04		36.87	63.17	0.54	0.23	27.04	22.61	23.54	49.05	63.65	12	4.01
MGDA2026.04		30.47	59.9	0.61	0.26	24.88	19.45	29.18	56.88	69.36	9.56	1.47