Vision-based 3D occupancy prediction in autonomous driving: a review and
outlook

Vision-based 3D occupancy prediction in autonomous driving: a review and outlook

4 May 2024

Yanan Zhang

Papers citing "Vision-based 3D occupancy prediction in autonomous driving: a review and outlook"

18 / 18 papers shown

Title
Rethinking Temporal Fusion with a Unified Gradient Descent View for 3D Semantic Occupancy Prediction Dubing Chen Huan Zheng Jin Fang Xingping Dong Xianfei Li Wenlong Liao Tao He Pai Peng Jianbing Shen 42 0 0 17 Apr 2025
ViPOcc: Leveraging Visual Priors from Vision Foundation Models for Single-View 3D Occupancy Prediction Yi Feng Yu Han Xijing Zhang Tanghui Li Yanting Zhang Rui Fan 114 3 0 15 Dec 2024
OccMamba: Semantic Occupancy Prediction with State Space Models Heng Li Yuenan Hou Xiaohan Xing Xiao Sun Xiao Sun Yanyong Zhang Mamba 50 3 0 19 Aug 2024
OccFlowNet: Towards Self-supervised Occupancy Estimation via Differentiable Rendering and Occupancy Flow Simon Boeder Fabian Gigengack Benjamin Risse 43 15 0 20 Feb 2024
UniVision: A Unified Framework for Vision-Centric 3D Perception Yu Hong Qian Liu Huayuan Cheng Danjiao Ma Hang Dai Yu Wang Guangzhi Cao Yong Ding 42 7 0 13 Jan 2024
RadOcc: Learning Cross-Modality Occupancy Knowledge through Rendering Assisted Distillation Haiming Zhang Xu Yan Dongfeng Bai Jiantao Gao Pan Wang Bingbing Liu Shuguang Cui Zhen Li 83 20 0 19 Dec 2023
Panacea: Panoramic and Controllable Video Generation for Autonomous Driving Yuqing Wen Yucheng Zhao Yingfei Liu Fan Jia Yanhui Wang Chong Luo Chi Zhang Tiancai Wang Xiaoyan Sun Xiangyu Zhang 72 57 0 28 Nov 2023
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 62 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 71 204 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 68 150 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 86 25 0 02 Mar 2023
3D Object Detection from Images for Autonomous Driving: A Survey Xinzhu Ma Wanli Ouyang Andrea Simonelli Elisa Ricci 3DPC 68 93 0 07 Feb 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,434 0 11 Nov 2021
Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection Jiajun Deng Shaoshuai Shi Pei-Cian Li Wen-gang Zhou Yanyong Zhang Houqiang Li 3DPC 231 842 0 31 Dec 2020
Feature Pyramid Networks for Object Detection Tsung-Yi Lin Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 183 21,813 0 09 Dec 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 294 75,800 0 18 May 2015