Papers › PSMNet: Position-aware Stereo Merging Network for Room Layout Estimation

PSMNet: Position-aware Stereo Merging Network for Room Layout Estimation

30 Mar 2022CVPR 2022 1arXiv:2203.15965archive 2025-07-28

HaiYan Wang, Will Hutchcroft, Yuguang Li, Zhiqiang Wan, Ivaylo Boyadzhiev, YingLi Tian, Sing Bing Kang

In this paper, we propose a new deep learning-based method for estimating room layout given a pair of 360 panoramas. Our system, called Position-aware Stereo Merging Network or PSMNet, is an end-to-end joint layout-pose estimator. PSMNet consists of a Stereo Pano Pose (SP2) transformer and a novel Cross-Perspective Projection (CP2) layer. The stereo-view SP2 transformer is used to implicitly infer correspondences between views, and can handle noisy poses. The pose-aware CP2 layer is designed to render features from the adjacent view to the anchor (reference) view, in order to perform view fusion and estimate the visible layout. Our experiments and analysis validate our method, which significantly outperforms the state-of-the-art layout estimators, especially for large and complex room spaces.

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Syntology Ran 12 of 17 code samples harvested from 1 repository linked to this paper; 5 have no recorded run. Of those that ran: 5 ran · our draft was wrong; 7 ran with no contract checked.

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zillow/psmnet-layout officialpytorch report

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5ran · our draft was wrong
7ran
5unverified

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BasicBlock zillow/psmnet-layout/Model/model.py official repository ran · metamorphic tier: deterministic licence not identified · pointer only · 57506237b1cd9ad6 · report
E2P zillow/psmnet-layout/Model/model.py official repository ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only · 648def2c74b74170 · report
PositionEncodingSine zillow/psmnet-layout/Model/model.py official repository ran · metamorphic tier: invariant licence not identified · pointer only · 7eed9b6c4c9efe5f · report
ResNet zillow/psmnet-layout/Model/model.py official repository ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only · ff038532759dcc7f · report
SEBasicBlock zillow/psmnet-layout/Model/model.py official repository ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only · 6cf8e70e201a8fbc · report
SELayer zillow/psmnet-layout/Model/model.py official repository ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only · 67adfee5b5d01e0c · report
cp2 zillow/psmnet-layout/Model/model.py official repository ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only · 74aeb7de3856c1c3 · report
resnet18 zillow/psmnet-layout/Model/model.py official repository ran · our draft was wrong licence not identified · pointer only · a09da2aae2c8db21 · report
resnet34 zillow/psmnet-layout/Model/model.py official repository ran · our draft was wrong licence not identified · pointer only · d234ba488133b2eb · report
resnet50 zillow/psmnet-layout/Model/model.py official repository ran · our draft was wrong licence not identified · pointer only · 046a6df9f07b5afd · report
DulaNet_Branch_Equi zillow/psmnet-layout/Model/model.py official repository unverified licence not identified · pointer only · 8b0fa79e1e55062b · report
DulaNet_Branch_Persp zillow/psmnet-layout/Model/model.py official repository unverified licence not identified · pointer only · 5f0d6ff3ec689fba · report
LoFTREncoderLayer zillow/psmnet-layout/Model/model.py official repository unverified licence not identified · pointer only · 6c53bcb688de5928 · report
LocalFeatureTransformer zillow/psmnet-layout/Model/model.py official repository unverified licence not identified · pointer only · d59ab34c2ed9cd30 · report
PSMNet zillow/psmnet-layout/Model/model.py official repository unverified licence not identified · pointer only · 2a1e4913e61e58f9 · report
conv3x3 identical code first harvested elsewhere ran · our draft was wrong licence of this copy not recorded · 583f9780bdd00a45 · report
conv3x3_relu identical code first harvested elsewhere ran · our draft was wrong licence of this copy not recorded · 8e6cd2baeba4d23a · report

Tasks

Omnnidirectional Stereo Depth EstimationRoom Layout Estimation

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