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Monocular 3D Semantic Scene Completion (SSC) has garnered significant attention in recent years due to its potential to predict complex semantics and geometry shapes from a single image, requiring no 3D inputs.
Monocular 3d scene understanding with explicit occlusion reasoning
Christian Wojek, Stefan Walk, Stefan Roth, and Bernt Schiele · 2011
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Indoor segmentation and support inference from rgbd images
Nathan Silberman, Derek Hoiem, Pushmeet Kohli, and Rob Fergus · 2012
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U-net: Convolutional networks for biomedical image segmentation
Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015
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3d-r2n2: A unified approach for single and multi-view 3d object reconstruction
Christopher B. Choy, Danfei Xu, JunYoung Gwak, Kevin Chen, and Silvio Savarese · 2016
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Learning a predictable and generative vector representation for objects
Rohit Girdhar, David F. Fouhey, Mikel Rodriguez, and Abhinav Gupta · 2016
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Learning a probabilistic latent space of object shapes via 3d generative-adversarial modeling
Jiajun Wu, Chengkai Zhang, Tianfan Xue, William T. Freeman, and Joshua B. Tenenbaum · 2016
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A point set generation network for 3d object reconstruction from a single image
Haoqiang Fan, Hao Su, and Leonidas J. Guibas · 2017
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Roomnet: End-to-end room layout estimation
Chen-Yu Lee, Vijay Badrinarayanan, and Tomasz Malisiewicz andrew Rabinovich · 2017
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Focal loss for dense object detection
Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, and Piotr Dollár · 2017
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Semantic scene completion from a single depth image
Shuran Song, Fisher Yu, Andy Zeng, Angel X Chang, Manolis Savva, and Thomas Funkhouser · 2017
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Learning representations and generative models for 3d point clouds
Panos Achlioptas, Olga Diamanti, Ioannis Mitliagkas, and Leonidas Guibas · 2018
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High quality monocular depth estimation via transfer learning
Ibraheem Alhashim and Peter Wonka · 2018
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Holistic 3d scene parsing and reconstruction from a single rgb image
Siyuan Huang, Siyuan Qi, Yixin Zhu, Yinxue Xiao, Yuanlu Xu, and Song-Chun Zhu · 2018
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Deep marching cubes: Learning explicit surface representations
Yiyi Liao, Simon Donné, and Andreas Geiger · 2018
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See and think: Disentangling semantic scene completion
Shice Liu, Yu Hu, Yiming Zeng, Qiankun Tang, Beibei Jin, Yinhe Han, and Xiaowei Li · 2018
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Pixel2mesh: Generating 3d mesh models from single rgb images
Nanyang Wang, Yinda Zhang, Zhuwen Li, Yanwei Fu, Wei Liu, and Yu-Gang Jiang · 2018
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Efficient semantic scene completion network with spatial group convolution
Jiahui Zhang, Hao Zhao, Anbang Yao, Yurong Chen, Li Zhang, and Hongen Liao · 2018
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Semantickitti: A dataset for semantic scene understanding of lidar sequences
Jens Behley, Martin Garbade, Andres Milioto, Jan Quenzel, Sven Behnke, Cyrill Stachniss, and Jurgen Gall · 2019
Cited alongside, same era.
Mesh r-cnn
Georgia Gkioxari, Jitendra Malik, and Justin Johnson · 2019
Cited alongside, same era.
Location field descriptors: Single image 3d model retrieval in the wild
Alexander Grabner, Peter M Roth, and Vincent Lepetit · 2019
Cited alongside, same era.
Multi-view pointnet for 3d scene understanding
Maximilian Jaritz, Jiayuan Gu, and Hao Su · 2019
Cited alongside, same era.
Rgbd based dimensional decomposition residual network for 3d semantic scene completion
Jie Li, Yu Liu, Dong Gong, Qinfeng Shi, Xia Yuan, Chunxia Zhao, and Ian Reid · 2019
Cited alongside, same era.
Occupancy networks: Learning 3d reconstruction in function space
Lars Mescheder, Michael Oechsle, Michael Niemeyer, and Sebastian Nowozin andreas Geiger · 2019
Pix2vox++: Multi-scale context-aware 3d object reconstruction from single and multiple images
Haozhe Xie, Hongxun Yao, Shengping Zhang, Shangchen Zhou, and Wenxiu Sun · 2020
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Context prior for scene segmentation
Changqian Yu, Jingbo Wang, Changxin Gao, Gang Yu, Chunhua Shen, and Nong Sang · 2020
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Perceiving 3d human-object spatial arrangements from a single image in the wild
Jason Y Zhang, Sam Pepose, Hanbyul Joo, Deva Ramanan, Jitendra Malik, and Angjoo Kanazawa · 2020
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Adabins: Depth estimation using adaptive bins
Shariq Farooq Bhat, Ibraheem Alhashim, and Peter Wonka · 2021
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Semantic scene completion via integrating instances and scene in-the-loop
Yingjie Cai, Xuesong Chen, Chao Zhang, Kwan-Yee Lin, Xiaogang Wang, and Hongsheng Li · 2021
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S3cnet: A sparse semantic scene completion network for lidar point clouds
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Cited alongside, same era.
DeepSDF: Learning continuous signed distance functions for shape representation
Jeong Joon Park, Peter Florence, Julian Straub, Richard A. Newcombe, and Steven Lovegrove · 2019
Cited alongside, same era.
Horizonnet: Learning room layout with 1d representation and pano stretch data augmentation
Cheng Sun, Chi-Wei Hsiao, Min Sun, and Hwann-Tzong Chen · 2019
Cited alongside, same era.
Cascaded context pyramid for full-resolution 3d semantic scene completion
Pingping Zhang, Wei Liu, Yinjie Lei, Huchuan Lu, and Xiaoyun Yang · 2019
Cited alongside, same era.
Bsp-net: Generating compact meshes via binary space partitioning
Zhiqin Chen andrea Tagliasacchi and Hao Zhang · 2020
Cited alongside, same era.
3d sketch-aware semantic scene completion via semi-supervised structure prior
Xiaokang Chen, Kwan-Yee Lin, Chen Qian, Gang Zeng, and Hongsheng Li · 2020
Cited alongside, same era.
Detection in crowded scenes: One proposal, multiple predictions
Xuangeng Chu, Anlin Zheng, Xiangyu Zhang, and Jian Sun · 2020
Cited alongside, same era.
Ran Cheng, Christopher Agia, Yuan Ren, Xinhai Li, and Liu Bingbing · 2021
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Panoptic 3d scene reconstruction from a single rgb image
Manuel Dahnert, Ji Hou, Matthias Nießner, and Angela Dai · 2021
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Inverting generative adversarial renderer for face reconstruction
Jingtan Piao, Keqiang Sun, Quan Wang, Kwan-Yee Lin, and Hongsheng Li · 2021
Later among the works it cites.
Semantic scene completion using local deep implicit functions on lidar data
Christoph B Rist, David Emmerichs, Markus Enzweiler, , and Dariu M Gavrila · 2021
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Sparse single sweep lidar point cloud segmentation via learning contextual shape priors from scene completion
Xu Yan, Jiantao Gao, Jie Li, Ruimao Zhang, Zhen Li, Rui Huang, and Shuguang Cui · 2021
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Monoscene: Monocular 3d semantic scene completion
Anh-Quan Cao and Raoul de Charette · 2022
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Palm: Scaling language modeling with pathways
Aakanksha Chowdhery, Sharan Narang, Jacob Devlin, Maarten Bosma, Gaurav Mishra, Adam Roberts, Paul Barham, Hyung Won Chung, Charles Sutton, Sebastian Gehrmann, et al · 2022
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3d semantic scene completion: A survey
Luis Roldao, Raoul De Charette, and Anne Verroust-Blondet · 2022
Later among the works it cites.
Controllable 3d face synthesis with conditional generative occupancy fields
Keqiang Sun, Shangzhe Wu, Zhaoyang Huang, Ning Zhang, Quan Wang, and Hongsheng Li · 2022
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Cgof++: Controllable 3d face synthesis with conditional generative occupancy fields
Keqiang Sun, Shangzhe Wu, Ning Zhang, Zhaoyang Huang, Quan Wang, and Hongsheng Li · 2022
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Voxformer: Sparse voxel transformer for camera-based 3d semantic scene completion
Yiming Li, Zhiding Yu, Christopher Choy, Chaowei Xiao, Jose M Alvarez, Sanja Fidler, Chen Feng, and Anima Anandkumar · 2023
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