Our new X account is live! Follow @wizwand_team for updates

Monocular Depth Estimation on Matterport3D (test)

98.09Delta Acc (< 1.25)

One2Scene

Updated 3d ago

Evaluation Results

Method
One2Scene 2026.02	98.09	0.0391	-	-	-	99.41	99.74	-
NeW CRFs 2022.03	93.76	0.0793	0.197	0.4279	0.0575	98.12	99.33	-
NeW CRFs 2022.03	91.97	0.0906	0.2252	0.4778	0.0638	97.61	99.09	-
Depth Anywhere 2026.02	91.7	0.085	-	-	-	97.6	99.1	-
HRDFuse 2023.03	91.62	0.0967	-	0.4433	0.1642	96.69	98.44	0.0936
HRDFuse 2026.02	91.62	0.0967	-	-	-	96.69	98.44	-
HRDFuse 2023.03	91.47	0.0981	-	0.4466	0.1656	96.66	98.42	0.0945
OmniFusion (2-iter) * 2023.03	91.43	0.1007	-	0.4435	0.1664	96.66	98.44	0.0969
ACDNet 2026.02	90	0.101	-	-	-	96.78	98.76	-
PanoFormer 2024.03	89.08	0.1051	-	0.4929	-	96.23	98.31	0.0966
UniFuse 2022.03	88.97	0.1063	0.2814	0.4941	0.0701	96.23	98.31	-
UniFuse with fusion 2023.03	88.97	0.1063	-	0.4941	-	96.23	98.31	-
UniFuse 2026.02	88.97	0.1063	-	-	-	96.23	98.31	-
One2Scene 2026.02	88.97	0.107	-	-	-	96.51	98.61	-
PanoFormer* 2023.03	88.16	0.0904	-	0.447	0.165	96.61	98.78	0.0764
PanoFormer 2026.02	88.16	0.0904	-	-	-	96.61	98.78	-
Elite360D 2024.03	88.15	0.1115	-	0.4875	-	96.46	98.74	0.0914
Elite360D 2026.02	88.15	0.1115	-	-	-	96.46	98.74	-
BiFuse++ 2024.03	88.12	0.1123	-	0.4853	-	96.56	98.69	0.0915
BiFuse 2024.03	88	0.1126	-	0.5027	-	96.13	98.47	0.0992
BiFuse++ 2026.02	87.9	-	-	-	-	95.17	97.72	-
HoHoNet 2022.03	87.86	0.1488	0.2862	0.5138	0.0871	95.19	97.71	-
HoHoNet 2022.08	87.86	0.1488	0.2862	0.5138	0.0871	95.19	97.71	-
HoHoNet 2026.02	87.86	0.1488	-	-	-	95.19	97.71	-
UniFuse 2024.03	87.85	0.1144	-	0.4835	-	96.59	98.73	0.0936
OmniFusion 2024.03	87.72	0.1161	-	0.4931	-	96.15	98.44	0.1007
SliceNet 2022.03	87.16	0.1764	0.3296	0.6133	0.1045	94.83	97.16	-
SliceNet 2022.08	87.16	0.1764	0.3296	0.6133	0.1045	94.83	97.16	-
HRDFuse 2024.03	86.74	0.1172	-	0.5025	-	96.17	98.49	0.0971
BiFuse 2024.03	86.74	0.1179	-	0.497	-	96.27	98.66	0.0981
Elite360D 2024.03	86.7	0.1112	-	0.487	-	96.01	98.61	0.098
UniFuse 2024.03	86.66	0.1185	-	0.5024	-	96.18	98.5	0.0984
OmniFusion 2024.03	86.58	0.1209	-	0.5055	-	95.81	98.36	0.109
SphereDepth 2022.08	86.2	0.1205	0.3311	0.5922	0.0806	95.19	97.7	-
UniFuse 2024.03	86.04	0.1191	-	0.5158	-	95.84	98.3	0.103
Elite360D 2024.03	85.28	0.1272	-	0.527	-	95.28	98.49	0.107
BiFuse 2022.03	84.52	0.2048	0.347	0.6259	0.1134	93.19	96.32	-
BiFuse 2022.08	84.52	0.2048	0.347	0.6259	0.1134	93.19	96.32	-
BiFuse with fusion 2023.03	84.52	0.2048	-	0.6259	-	93.19	96.32	-
BiFuse 2026.02	84.52	0.2048	-	-	-	93.19	96.32	-
BiFuse 2024.03	83.27	0.136	-	0.5488	-	95.12	98.1	0.1202
EGFormer 2024.03	81.58	0.1473	-	0.6025	-	93.9	97.35	0.1517
EGFormer 2026.02	81.58	0.1473	-	-	-	93.9	97.35	-
HRDFuse 2024.03	81.48	0.1414	-	0.5507	-	94.89	98.2	0.1241
FCRN 2022.08	77.03	0.2409	0.4008	0.6704	0.1244	91.74	96.17	-
FCRN 2023.03	77.03	0.2409	-	0.6704	-	97.14	96.17	-
OmniDepth 2022.03	68.3	0.2901	0.4838	0.7643	0.145	87.94	94.29	-
OmniDepth 2022.08	68.3	0.2901	0.4838	0.7643	0.145	87.94	94.29	-