Room Layout Estimation
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Benchmarks
SUN RGB-D
Most implemented
ImVoxelNet: Image to Voxels Projection for Monocular and Multi-View General-Purpose 3D Object Detection
RoomNet: End-to-End Room Layout Estimation
uLayout: Unified Room Layout Estimation for Perspective and Panoramic Images
No More Ambiguity in 360° Room Layout via Bi-Layout Estimation
Papers
PolyLayout: Multi-room Manhattan Layout Estimation
Estimating room layouts from multi-view imagery is a core task for indoor scene understanding. Existing methods are typically limited either by poor generalization to new datasets or restrictive geometric assumptions of …
Room Layout EstimationScene UnderstandingPanoramic Scene Analysis: A Survey from Distortion-Aware Engineering to Sphere-Native Foundation Modeling
Panoramic images capture the complete visual sphere in a single frame, providing spatial context unattainable by conventional cameras. Yet this completeness comes at a geometric cost: the 2-sphere cannot be faithfully ma…
Room Layout EstimationSemantic SegmentationDepth EstimationLayout Anything: One Transformer for Universal Room Layout Estimation
We present Layout Anything, a transformer-based framework for indoor layout estimation that adapts the OneFormer's universal segmentation architecture to geometric structure prediction. Our approach integrates OneFormer'…
Computational EfficiencyRoom Layout EstimationContrastive LearningPanoTPS-Net: Panoramic Room Layout Estimation via Thin Plate Spline Transformation
Accurately estimating the 3D layout of rooms is a crucial task in computer vision, with potential applications in robotics, augmented reality, and interior design. This paper proposes a novel model, PanoTPS-Net, to estim…
Room Layout EstimationPixCuboid: Room Layout Estimation from Multi-view Featuremetric Alignment
Coarse room layout estimation provides important geometric cues for many downstream tasks. Current state-of-the-art methods are predominantly based on single views and often assume panoramic images. We introduce PixCuboi…
Room Layout EstimationuLayout: Unified Room Layout Estimation for Perspective and Panoramic Images
We present uLayout, a unified model for estimating room layout geometries from both perspective and panoramic images, whereas traditional solutions require different model designs for each image type. The key idea of our…
Room Layout Estimation