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Scene Understanding on NYU v2

42.47mIoU

APT-Muon

Updated 6d ago

Evaluation Results

Method	Links
APT-Muon 2026.04		42.47	67.92	0.49	0.22	25.22	20.19	28.54	55.12	67.95	5.78	-5.54
APT-CG 2026.04		40.51	66.32	0.53	0.22	25.77	20.65	27.24	54.25	67.15	6.78	-2.67
Nash-MTL 2026.04		40.13	65.93	0.53	0.22	25.26	20.08	28.4	55.47	68.15	5.11	-4.04
CAGrad 2026.04		39.79	65.49	0.55	0.23	26.31	21.58	25.61	52.36	65.58	9.44	0.29
FairGrad 2026.04		39.74	66.01	0.54	0.22	24.84	19.6	29.26	56.58	69.16	5	-4.66
GradDrop 2026.04		39.39	65.12	0.55	0.23	27.48	22.96	23.38	49.44	62.87	12.11	3.61
IMTL 2026.04		39.35	65.6	0.54	0.23	26.02	21.19	26.2	53.13	66.24	8.33	-0.59
LS 2026.04		39.29	65.33	0.55	0.23	28.15	23.96	22.09	47.5	61.08	12.56	5.46
DWA 2026.04		39.11	65.31	0.55	0.23	27.61	23.18	24.17	50.18	62.39	11.78	3.49
APT-Fair 2026.04		38.97	65.07	0.54	0.22	24.44	18.85	30.84	58.12	70.22	5.67	-6.04
FAMO 2026.04		38.88	64.9	0.55	0.22	25.06	19.57	29.21	56.61	68.98	8.56	-4.1
Independent 2026.04		38.3	63.76	0.68	0.28	25.01	19.21	30.14	57.2	69.15	-	-
PCGrad 2026.04		38.06	64.64	0.56	0.23	27.41	22.8	23.86	49.83	63.14	12.67	3.83
COST 2026.04		38.06	64.71	0.54	0.23	24.47	18.8	30.84	58.25	70.3	4.67	-5.39
APT-FAMO 2026.04		37.66	64.57	0.54	0.23	24.87	19.11	30.12	57.5	69.58	7.22	-4.35
RLW 2026.04		37.17	63.77	0.58	0.24	28.27	24.18	22.26	47.05	60.62	15.78	7.67
Uncertainty 2026.04		36.87	63.17	0.54	0.23	27.04	22.61	23.54	49.05	63.65	12	4.01
MGDA 2026.04		30.47	59.9	0.61	0.26	24.88	19.45	29.18	56.88	69.36	9.56	1.47