OpenCodePapers

depth-estimation-on-stanford2d3d-panoramic

Depth Estimation
Dataset Link
Results over time
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Leaderboard
PaperCodeRMSEabsolute relative errorModelNameReleaseDate
HiMODE: A Hybrid Monocular Omnidirectional Depth Estimation Model0.26190.0532HiMODE2022-04-11
FreDSNet: Joint Monocular Depth and Semantic Segmentation with Fast Fourier Convolutions✓ Link0.27270.0952FreDSNet2022-10-04
Improving 360 Monocular Depth Estimation via Non-local Dense Prediction Transformer and Joint Supervised and Self-supervised Learning✓ Link0.27760.0649NLFB2021-09-22
PanoFormer: Panorama Transformer for Indoor 360 Depth Estimation✓ Link0.30830.0405PanoFormer2022-03-17
ACDNet: Adaptively Combined Dilated Convolution for Monocular Panorama Depth Estimation✓ Link0.3410.0984ACDNet2021-12-29
OmniFusion: 360 Monocular Depth Estimation via Geometry-Aware Fusion✓ Link0.34740.095OmniFusion (2-iter)2022-03-02
GLPanoDepth: Global-to-Local Panoramic Depth Estimation✓ Link0.3493GLPanoDepth2022-02-06
Neural Contourlet Network for Monocular 360 Depth Estimation✓ Link0.35280.0558Neural Contourlet Network2022-08-03
SliceNet: Deep Dense Depth Estimation From a Single Indoor Panorama Using a Slice-Based Representation0.36840.0744SliceNet2021-06-19
Distortion-Aware Convolutional Filters for Dense Prediction in Panoramic Images0.3690.176DisConv2018-09-01
UniFuse: Unidirectional Fusion for 360$^{\circ}$ Panorama Depth Estimation✓ Link0.36910.1114UniFuse with fusion2021-02-06
BiFuse++: Self-supervised and Efficient Bi-projection Fusion for 360 Depth Estimation✓ Link0.3720.1117BiFuse++2022-09-07
PanoDepth: A Two-Stage Approach for Monocular Omnidirectional Depth Estimation0.37470.0972PanoDepth2022-02-02
HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal Features✓ Link0.38340.1014HoHoNet (ResNet-101)2020-11-23
BiFuse: Monocular 360 Depth Estimation via Bi-Projection Fusion✓ Link0.41420.1209BiFuse with fusion2020-06-01
Geometric Structure Based and Regularized Depth Estimation From 360 Indoor Imagery0.421Jin et al.2020-06-01
SphereDepth: Panorama Depth Estimation from Spherical Domain0.45120.1158SphereDepth2022-08-29
OmniDepth: Dense Depth Estimation for Indoors Spherical Panoramas✓ Link0.61520.1996 OmniDepth2018-07-25