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Monocular Depth Estimation 벤치마크

Monocular Depth Estimation on Make3D

12개 결과 · ⬇ CSV · JSON

Abs Rel

0.299 0.3302 0.3615 0.3927 0.424 2018-06 2026-09 Monodepth2 — 0.322 (2018-06-04) Monodepth2 — 0.322 (2018-06-04) SharinGAN — 0.377 (2020-06-07) SharinGAN — 0.377 (2020-06-07) GCNDepth — 0.424 (2021-12-13) GCNDepth — 0.424 (2021-12-13) SPIDepth — 0.299 (2024-04-18) SPIDepth — 0.299 (2024-04-18) Monodepth2 — 0.322 (2018-06-04) SharinGAN — 0.377 (2020-06-07) GCNDepth — 0.424 (2021-12-13)
RankModel Abs RelRMSESq Rel PaperCodeYear
1 SPIDepth 0.2996.6721.931 SPIdepth: Strengthened Pose Information for Self-supervised Monocular Depth Estimation Lavreniuk/SPIdepth 2024
2 Monodepth2 0.3227.4173.589 Digging Into Self-Supervised Monocular Depth Estimation nianticlabs/monodepth2 · FangGet/tf-monodepth2 · minghanz/DepthC3D · +12 2018
3 SharinGAN 0.3778.3884.9 SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry Estimation koutilya40192/SharinGAN 2020
4 GCNDepth 0.4246.7573.075 GCNDepth: Self-supervised Monocular Depth Estimation based on Graph Convolutional Network arminmasoumian/gcndepth 2021
5 AnyNet [88] 0.232 A Survey on Deep Learning Techniques for Stereo-based Depth Estimation 2020
6 HighResNet [32] 0.474 A Survey on Deep Learning Techniques for Stereo-based Depth Estimation 2020
7 SPIDepth 0.2996.6721.931 SPIdepth: Strengthened Pose Information for Self-supervised Monocular Depth Estimation Lavreniuk/SPIdepth 2024
8 Monodepth2 0.3227.4173.589 Digging Into Self-Supervised Monocular Depth Estimation nianticlabs/monodepth2 · FangGet/tf-monodepth2 · minghanz/DepthC3D · +12 2018
9 SharinGAN 0.3778.3884.9 SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry Estimation koutilya40192/SharinGAN 2020
10 GCNDepth 0.4246.7573.075 GCNDepth: Self-supervised Monocular Depth Estimation based on Graph Convolutional Network arminmasoumian/gcndepth 2021
11 AnyNet [88] 0.232 A Survey on Deep Learning Techniques for Stereo-based Depth Estimation 2020
12 HighResNet [32] 0.474 A Survey on Deep Learning Techniques for Stereo-based Depth Estimation 2020
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