Im2cad

H Izadinia, Q Shan, SM Seitz - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
… We also report IM2CAD performance on the dataset presented in [8] which we call 3DGP. …
, IM2CAD significantly outperforms [8] by 15.9%. In the free space prediction task, IM2CAD

Vid2cad: Cad model alignment using multi-view constraints from videos

KK Maninis, S Popov, M Nießner… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
We address the task of aligning CAD models to a video sequence of a complex scene
containing multiple objects. Our method can process arbitrary videos and fully automatically …

Diffcad: Weakly-supervised probabilistic cad model retrieval and alignment from an rgb image

D Gao, D Rozenberszki, S Leutenegger… - ACM Transactions on …, 2024 - dl.acm.org
Perceiving 3D structures from RGB images based on CAD model primitives can enable an
effective, efficient 3D object-based representation of scenes. However, current approaches …

S2cmaf: Multi-method assessment fusion for scan-to-cad methods

D Salihu, A Misik, M Hofbauer… - 2022 IEEE International …, 2022 - computer.org
Scan-to-CAD-based 3D reconstruction of indoor environments has become increasingly more
popular in recent years. The inherent structure of Scan-to-CAD consists of object detection…

Scan2cad: Learning cad model alignment in rgb-d scans

A Avetisyan, M Dahnert, A Dai… - Proceedings of the …, 2019 - openaccess.thecvf.com
We present Scan2CAD, a novel data-driven method that learns to align clean 3D CAD models
from a shape database to the noisy and incomplete geometry of a commodity RGB-D scan…

Holistic 3d scene parsing and reconstruction from a single rgb image

S Huang, S Qi, Y Zhu, Y Xiao, Y Xu… - Proceedings of the …, 2018 - openaccess.thecvf.com
IM2CAD also evaluates the detection, they use the metric related to a specified distance
threshold. Here, we also compare with IM2CAD … than an mAP of 74.6% reported in the IM2CAD. …

Cooperative holistic scene understanding: Unifying 3d object, layout, and camera pose estimation

S Huang, S Qi, Y Xiao, Y Zhu… - Advances in Neural …, 2018 - proceedings.neurips.cc
… our method on the entire set of living room and bedrooms, outperforming IM2CAD by 2.1%. …
Note that although IM2CAD also evaluates the 3D detection, they use a metric related to a …

Psdr-room: Single photo to scene using differentiable rendering

K Yan, F Luan, M Hašan, T Groueix… - SIGGRAPH Asia 2023 …, 2023 - dl.acm.org
… Similar to the comparison with IM2CAD in Fig. 11, we compare LPIPS and RMSE metrics
to show the effectiveness of our method. PhotoScene with our geometry (c) produces …

Seethrough: Finding objects in heavily occluded indoor scene images

NJ Mitra, V Kim, E Yumer, M Hueting… - … Conference on 3D …, 2018 - ieeexplore.ieee.org
… have investigated multiple subproblems relevant to the above goal, such as object recognition
[17], localization [33], pose prediction [38], or developed a complete system IM2CAD [23] …

[PDF][PDF] 3D Scene Generation From Real-world Images

F Tasse, P Kamaraju, G Fouodji - xr.cornell.edu
… work in 3D scene generation from images such as IM2CAD [9]. However IM2CAD is
limited … Im2cad. In 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), …