3D on KITTI Eigen split unsupervised

Metric: Delta < 1.25 (higher is better)

LeaderboardDataset

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Results

#	Model↕	Delta < 1.25▼	Augmentations	Paper	Date↕	Code
1	SPIdepth	0.94	No	SPIdepth: Strengthened Pose Information for Self...	2024-04-18	Code
2	Jasmine	0.919	No	Jasmine: Harnessing Diffusion Prior for Self-sup...	2025-03-20	-
3	ProDepth	0.918	No	ProDepth: Boosting Self-Supervised Multi-Frame M...	2024-07-12	Code
4	SCIPaD	0.918	No	SCIPaD: Incorporating Spatial Clues into Unsuper...	2024-07-07	Code
5	DCPI-Depth (M+1024x320)	0.914	No	DCPI-Depth: Explicitly Infusing Dense Correspond...	2024-05-27	-
6	MonoViT(MS+1024x320)	0.912	No	MonoViT: Self-Supervised Monocular Depth Estimat...	2022-08-06	Code
7	PlaneDepth (S + 1280x384)	0.911	No	PlaneDepth: Self-supervised Depth Estimation via...	2022-10-04	Code
8	DIFFNet (MS+1024x320)	0.911	No	Self-Supervised Monocular Depth Estimation with ...	2021-10-18	Code
9	NimbleD-LiteMono-8M	0.91	No	NimbleD: Enhancing Self-supervised Monocular Dep...	2024-08-26	Code
10	Manydepth2(M+640x192)	0.909	No	Manydepth2: Motion-Aware Self-Supervised Multi-F...	2023-12-23	Code
11	Manydepth2-NF(M+640x192)	0.909	No	Manydepth2: Motion-Aware Self-Supervised Multi-F...	2023-12-23	Code
12	TransDSSL	0.906	No	-	-	Code
13	DS-Depth	0.905	No	DS-Depth: Dynamic and Static Depth Estimation vi...	2023-08-14	Code
14	Nimbled-SwiftDepth	0.905	No	NimbleD: Enhancing Self-supervised Monocular Dep...	2024-08-26	Code
15	Nimbled-MD2-R50	0.904	No	NimbleD: Enhancing Self-supervised Monocular Dep...	2024-08-26	Code
16	VTDepthB2 (stereo supervision)	0.904	No	-	-	Code
17	NimbleD-LiteMono	0.903	No	NimbleD: Enhancing Self-supervised Monocular Dep...	2024-08-26	Code
18	DCPI-Depth (M+640x192)	0.902	No	DCPI-Depth: Explicitly Infusing Dense Correspond...	2024-05-27	-
19	ProDepth(M+640x192)	0.902	No	ProDepth: Boosting Self-Supervised Multi-Frame M...	2024-07-12	Code
20	CREMono(M + 1024x320 + Res50)	0.902	No	-	-	-
21	EPCDepth(S+1024x320)	0.901	No	Excavating the Potential Capacity of Self-Superv...	2021-09-26	Code
22	Nimbled-SwiftDepth-S	0.901	No	NimbleD: Enhancing Self-supervised Monocular Dep...	2024-08-26	Code
23	NimbleD-LiteMono-S	0.898	No	NimbleD: Enhancing Self-supervised Monocular Dep...	2024-08-26	Code
24	Nimbled-MD2-R18	0.898	No	NimbleD: Enhancing Self-supervised Monocular Dep...	2024-08-26	Code
25	DynamicDepth (M+640x192)	0.897	No	Disentangling Object Motion and Occlusion for Un...	2022-03-29	Code
26	SCIPaD(M+640x192)	0.897	No	SCIPaD: Incorporating Spatial Clues into Unsuper...	2024-07-07	Code
27	X-Distill (M+1024x320)	0.895	No	X-Distill: Improving Self-Supervised Monocular D...	2021-10-24	-
28	VTDepthB2 (monocular supervision)	0.893	No	-	-	Code
29	FeatDepth-MS	0.889	No	Feature-metric Loss for Self-supervised Learning...	2020-07-21	Code
30	EPCDepth(S+640x192)	0.888	No	Excavating the Potential Capacity of Self-Superv...	2021-09-26	Code
31	MonoDEVSNet	0.882	No	Monocular Depth Estimation through Virtual-world...	2021-03-22	Code
32	Dyna-DM	0.871	No	Dyna-DM: Dynamic Object-aware Self-supervised Mo...	2022-06-08	Code
33	SharinGAN	0.864	No	SharinGAN: Combining Synthetic and Real Data for...	2020-06-07	Code