A Survey on Occupancy Perception for Autonomous Driving: The Information Fusion Perspective

8 May 2024

Huaiyuan Xu

Junliang Chen

Shiyu Meng

Yi Wang

Lap-Pui Chau

3DPC

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Papers citing "A Survey on Occupancy Perception for Autonomous Driving: The Information Fusion Perspective"

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Title
MS-Occ: Multi-Stage LiDAR-Camera Fusion for 3D Semantic Occupancy Prediction Zhiqiang Wei Lianqing Zheng Jiaheng Liu Tao Huang Qing-Long Han Wenwen Zhang Fengdeng Zhang 27 0 0 22 Apr 2025
MinkOcc: Towards real-time label-efficient semantic occupancy prediction Samuel Sze Daniele De Martini Lars Kunze 3DPC 46 0 0 03 Apr 2025
OccProphet: Pushing Efficiency Frontier of Camera-Only 4D Occupancy Forecasting with Observer-Forecaster-Refiner Framework Junliang Chen Huaiyuan Xu Yi Wang Lap-Pui Chau 59 1 0 24 Feb 2025
Event-aided Semantic Scene Completion Shangwei Guo Hao-miao Shi Song Wang X. Yin Kailun Yang Kaiwei Wang 72 0 0 04 Feb 2025
MetaOcc: Surround-View 4D Radar and Camera Fusion Framework for 3D Occupancy Prediction with Dual Training Strategies Long Yang Lianqing Zheng W. Ai Minghao Liu Sen Li Qunshu Lin Shengyu Yan Jie Bai Zhixiong Ma Xichan Zhu 140 0 0 28 Jan 2025
Language Driven Occupancy Prediction Zhu Yu Bowen Pang Lizhe Liu Runmin Zhang Qihao Peng Maochun Luo Sheng Yang Mingxia Chen Si-Yuan Cao Hui-Liang Shen 92 2 0 25 Nov 2024
GaussianOcc: Fully Self-supervised and Efficient 3D Occupancy Estimation with Gaussian Splatting Wanshui Gan Fang Liu Hongbin Xu Ningkai Mo Naoto Yokoya 3DGS 22 14 0 21 Aug 2024
Let Occ Flow: Self-Supervised 3D Occupancy Flow Prediction Yili Liu Linzhan Mou Xuan Yu Chenrui Han Sitong Mao R. Xiong Yue Wang 3DPC 37 7 0 10 Jul 2024
Hierarchical Temporal Context Learning for Camera-based Semantic Scene Completion Bohan Li Jiajun Deng Wenyao Zhang Zhujin Liang Dalong Du Xin Jin Wenjun Zeng 42 8 0 02 Jul 2024
Accurate Training Data for Occupancy Map Prediction in Automated Driving Using Evidence Theory Jonas Kälble Sascha Wirges Maxim Tatarchenko Eddy Ilg 3DPC 36 2 0 17 May 2024
GEOcc: Geometrically Enhanced 3D Occupancy Network with Implicit-Explicit Depth Fusion and Contextual Self-Supervision Xin Tan Wenbin Wu Zhiwei Zhang Chaojie Fan Yong Peng Zhizhong Zhang Yuan Xie Lizhuang Ma 72 10 0 17 May 2024
Not All Voxels Are Equal: Hardness-Aware Semantic Scene Completion with Self-Distillation Song Wang Jiawei Yu Wentong Li Wenyu Liu Xiaolu Liu Junbo Chen Jianke Zhu 51 17 0 18 Apr 2024
SparseOcc: Rethinking Sparse Latent Representation for Vision-Based Semantic Occupancy Prediction Pin Tang Zhongdao Wang Guoqing Wang Jilai Zheng Xiangxuan Ren Bailan Feng Chao Ma 55 37 0 15 Apr 2024
OccFlowNet: Towards Self-supervised Occupancy Estimation via Differentiable Rendering and Occupancy Flow Simon Boeder Fabian Gigengack Benjamin Risse 48 15 0 20 Feb 2024
SelfOcc: Self-Supervised Vision-Based 3D Occupancy Prediction Yuanhui Huang Wenzhao Zheng Borui Zhang Jie Zhou Jiwen Lu 3DPC 66 67 0 21 Nov 2023
RenderOcc: Vision-Centric 3D Occupancy Prediction with 2D Rendering Supervision Mingjie Pan Jiaming Liu Renrui Zhang Peixiang Huang Xiaoqi Li Bing Wang Hongwei Xie Li Liu Shanghang Zhang 70 78 0 18 Sep 2023
PanoOcc: Unified Occupancy Representation for Camera-based 3D Panoptic Segmentation Yu-Quan Wang Yuntao Chen Xingyu Liao Lue Fan Zhaoxiang Zhang 81 73 0 16 Jun 2023
Occ3D: A Large-Scale 3D Occupancy Prediction Benchmark for Autonomous Driving Xiaoyu Tian Tao Jiang Longfei Yun Yucheng Mao Huitong Yang Yue Wang Yilun Wang Hang Zhao 3DPC 3DV 71 205 0 27 Apr 2023
OpenOccupancy: A Large Scale Benchmark for Surrounding Semantic Occupancy Perception Xiaofeng Wang Zhengbiao Zhu Wenbo Xu Yunpeng Zhang Yi Wei Xu Chi Yun Ye Dalong Du Jiwen Lu Xingang Wang 74 151 0 07 Mar 2023
Grid-Centric Traffic Scenario Perception for Autonomous Driving: A Comprehensive Review Yining Shi Kun Jiang Jiusi Li Zelin Qian Jun Wen Mengmeng Yang Ke Wang Diange Yang 88 25 0 02 Mar 2023
Time Will Tell: New Outlooks and A Baseline for Temporal Multi-View 3D Object Detection Jinhyung D. Park Chenfeng Xu Shijia Yang Kurt Keutzer Kris M. Kitani M. Tomizuka Wei Zhan 81 154 0 05 Oct 2022
Delving into the Devils of Bird's-eye-view Perception: A Review, Evaluation and Recipe Hongyang Li Chonghao Sima Jifeng Dai Wenhai Wang Lewei Lu ... Xiaosong Jia Siqian Liu Jianping Shi Dahua Lin Yu Qiao 93 138 0 12 Sep 2022
3D Object Detection from Images for Autonomous Driving: A Survey Xinzhu Ma Wanli Ouyang Andrea Simonelli Elisa Ricci 3DPC 68 95 0 07 Feb 2022
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,103 0 02 Dec 2016