Our paper “Vision-based 3D occupancy prediction in autonomous driving: a review and outlook”

• [Submitted 12 February, 2024] Collaborative Semantic Occupancy Prediction with Hybrid Feature Fusion in Connected Automated Vehicles [paper]
• [Submitted 7 December, 2023] Cam4DOcc: Benchmark for Camera-Only 4D Occupancy Forecasting in Autonomous Driving Applications [paper] [code]
• [Submitted 4 December, 2023] COTR: Compact Occupancy TRansformer for Vision-based 3D Occupancy Prediction [paper]
• [Submitted 29 November, 2023] SelfOcc: Self-Supervised Vision-Based 3D Occupancy Prediction [paper] [code]
• [Submitted 16 June, 2023] PanoOcc: Unified Occupancy Representation for Camera-based 3D Panoptic Segmentation [paper] [code]
• [Submitted 25 May, 2023] Learning Occupancy for Monocular 3D Object Detection [paper] [code]
• StreamingFlow: Streaming Occupancy Forecasting with Asynchronous Multi-modal Data Streams via Neural Ordinary Differential Equation
• Accurate Training Data for Occupancy Map Prediction in Automated Driving using Evidence Theory
• LowRankOcc: Tensor Decomposition and Low-Rank Recovery for Vision-based 3D Semantic Occupancy Prediction
• SparseOcc: Rethinking Sparse Latent Representation for Vision-Based Semantic Occupancy Prediction
• SGC-Occ: Semantic-Geometry Consistent 3D Occupancy Prediction for Autonomous Driving
• Unsupervised Occupancy Learning from Sparse Point Cloud
• UnO: Unsupervised Occupancy Fields for Perception and Forecasting

• [Submitted 18 March, 2024] Urban Scene Diffusion through Semantic Occupancy Map [paper] [website]
• [Submitted 13 March, 2024] MonoOcc: Digging into Monocular Semantic Occupancy Prediction [paper] [code]
• [Submitted 13 March, 2024] Real-time 3D semantic occupancy prediction for autonomous vehicles using memory-efficient sparse convolution [paper]
• [Submitted 13 March, 2024] UniLiDAR: Bridge the domain gap among different LiDARs for continual learning [paper]
• [Submitted 13 March, 2024] OccFiner: Offboard Occupancy Refinement with Hybrid Propagation [paper]
• [Submitted 12 March, 2024] Unleashing HyDRa: Hybrid Fusion, Depth Consistency and Radar for Unified 3D Perception [paper] [code]
• [Submitted 08 March, 2024] OccFusion: Depth Estimation Free Multi-sensor Fusion for 3D Occupancy Prediction [paper]
• [Submitted 05 March, 2024] FastOcc: Accelerating 3D Occupancy Prediction by Fusing the 2D Bird’s-Eye View and Perspective View [paper]
• [Submitted 03 March, 2024] OccFusion: A Straightforward and Effective Multi-Sensor Fusion Framework for 3D Occupancy Prediction [paper] [code]
• [Submitted 28 February, 2024] OccTransformer: Improving BEVFormer for 3D camera-only occupancy prediction [paper]
• [Submitted 20 February, 2024] OccFlowNet: Towards Self-supervised Occupancy Estimation via Differentiable Rendering and Occupancy Flow [paper]
• [Submitted 19 February, 2024] SDGE: Stereo Guided Depth Estimation for 360∘ Camera Sets [paper]
• [Submitted 24 January, 2024] S2TPVFormer: Spatio-Temporal Tri-Perspective View for temporally coherent 3D Semantic Occupancy Prediction [paper]
• [Submitted 23 January, 2024] InverseMatrixVT3D: An Efficient Projection Matrix-Based Approach for 3D Occupancy Prediction [paper] [code]
• [Submitted 13 January, 2024] UniVision: A Unified Framework for Vision-Centric 3D Perception [paper] [code]

• [Submitted 2 August, 2023] Implicit Occupancy Flow Fields for Perception and Prediction in Self-Driving [paper] [website]
• [Submitted 30 April, 2023] Point Cloud Forecasting as a Proxy for 4D Occupancy Forecasting [paper]
• [Submitted 25 March, 2023] VoxFormer: Sparse Voxel Transformer for Camera-based 3D Semantic Scene Completion [paper] [code]
• [Submitted 13 March, 2023] SCPNet: Semantic scene completion on point cloud [paper]
• [Submitted 2 March, 2023] Tri-Perspective View for Vision-Based 3D Semantic Occupancy Prediction [paper] [code]

• OccFormer: Dual-path Transformer for Vision-based 3D Semantic Occupancy Prediction [paper] [code]
• [Submitted 27 August, 2023] SurroundOcc: Multi-Camera 3D Occupancy Prediction for Autonomous Driving [paper] [code]
• [Submitted 5 Jun, 2023] Scene as Occupancy [paper] [code]
• [Submitted 7 March, 2023] Openoccupancy: A large scale benchmark for surrounding semantic occupancy perception [paper] [code]

• [Submitted 17 January, 2024] POP-3D: Open-Vocabulary 3D Occupancy Prediction from Images [paper] [code]
• [Submitted 13 December, 2023] Occ3D: A Large-Scale 3D Occupancy Prediction Benchmark for Autonomous Driving [paper] [code] [dataset download]

• [Submitted 28 December, 2023] Fully Sparse 3D Panoptic Occupancy Prediction [paper]
• [Submitted 19 December, 2023] Regulating Intermediate 3D Features for Vision-Centric Autonomous Driving [paper] [code]
• [Submitted 19 December, 2023] RadOcc: Learning Cross-Modality Occupancy Knowledge through Rendering Assisted Distillation [paper]
• [Submitted 14 December, 2023] OccNeRF: Self-Supervised Multi-Camera Occupancy Prediction with Neural Radiance Fields [paper] [code]
• [Submitted 10 December, 2023] Camera-based 3D Semantic Scene Completion with Sparse Guidance Network [paper] [code]
• [Submitted 06 December, 2023] OctreeOcc: Efficient and Multi-Granularity Occupancy Prediction Using Octree Queries [paper]
• [Submitted 28 November, 2023] DepthSSC: Depth-Spatial Alignment and Dynamic Voxel Resolution for Monocular 3D Semantic Scene Completion [paper]
• [Submitted 27 November, 2023] OccWorld: Learning a 3D Occupancy World Model for Autonomous Driving [paper] [code]
• [Submitted 27 November, 2023] Technical Report for Argoverse Challenges on 4D Occupancy Forecasting [paper]
• [Submitted 19 November, 2023] SOccDPT: Semi-Supervised 3D Semantic Occupancy from Dense Prediction Transformers trained under memory constraints [paper]
• [Submitted 18 November, 2023] FlashOcc: Fast and Memory-Efficient Occupancy Prediction via Channel-to-Height Plugin [paper]
• [Submitted 17 October, 2023] LiDAR-based 4D Occupancy Completion and Forecasting [paper] [code]
• [Submitted 03 October, 2023] Predicting Future Spatiotemporal Occupancy Grids with Semantics for Autonomous Driving [paper]
• [Submitted 19 September, 2023] SPOT: Scalable 3D Pre-training via Occupancy Prediction for Autonomous Driving [paper]
• [Submitted 18 September, 2023] RenderOcc: Vision-Centric 3D Occupancy Prediction with 2D Rendering Supervision [paper] [code]
• [Submitted 15 September, 2023] OccupancyDETR: Making Semantic Scene Completion as Straightforward as Object Detection [paper] [code]
• [Submitted 31 August, 2023] PointOcc: Cylindrical Tri-Perspective View for Point-based 3D Semantic Occupancy Prediction [paper] [code]
• [Submitted 26 August, 2023] SOGDet: Semantic-Occupancy Guided Multi-view 3D Object Detection [paper] [code]
• [Submitted 14 August, 2023] UniWorld: Autonomous Driving Pre-training via World Models [paper] [code]
• [Submitted 20 July, 2023] OCTraN: 3D Occupancy Convolutional Transformer Network in Unstructured Traffic Scenarios [paper] [code]
• [Submitted 04 July, 2023] FB-OCC: 3D Occupancy Prediction based on Forward-Backward View Transformation [paper] [code]
• [Submitted June, 2023] MiLO: Multi-task Learning with Localization Ambiguity Suppression for Occupancy Prediction CVPR 2023 Occupancy Challenge Report [paper]
• [Submitted 27 June, 2023] Symphonize 3D Semantic Scene Completion with Contextual Instance Queries [paper] [code]
• [Submitted 20 June, 2023] Multi-Scale Occ: 4th Place Solution for CVPR 2023 3D Occupancy Prediction Challenge [paper]
• [Submitted 15 June, 2023] SSCBench: A Large-Scale 3D Semantic Scene Completion Benchmark for Autonomous Driving [paper] [code]
• [Submitted 15 June, 2023] UniOcc: Unifying Vision-Centric 3D Occupancy Prediction with Geometric and Semantic Rendering [paper]
• [Submitted 30 May, 2023] Occ-BEV: Multi-Camera Unified Pre-training via 3D Scene Reconstruction [paper] [code]
• [Submitted 26 May, 2023] BEV-IO: Enhancing Bird’s-Eye-View 3D Detection with Instance Occupancy [paper]
• [Submitted 25 May, 2023] OVO: Open-Vocabulary Occupancy [paper] [code]
• [Submitted 05 May, 2023] Occupancy Prediction-Guided Neural Planner for Autonomous Driving [paper] [code]
• [Submitted 24 March, 2023] StereoScene: BEV-Assisted Stereo Matching Empowers 3D Semantic Scene Completion [paper] [code]
• [Submitted 24 March, 2023] Bridging Stereo Geometry and BEV Representation with Reliable Mutual Interaction for Semantic Scene Completion [paper]
• [Submitted 17 March, 2023] A Simple Attempt for 3D Occupancy Estimation in Autonomous Driving [paper] [code]
• [Submitted 27 February, 2023] OccDepth: A Depth-Aware Method for 3D Semantic Scene Completion [paper] [code]
• [Submitted 19 February, 2023] FusionMotion: Multi-Sensor Asynchronous Fusion for Continuous Occupancy Prediction via Neural-ODE [paper]

• [Submitted 18 October, 2022] Differentiable Raycasting for Self-supervised Occupancy Forecasting [paper]

• [Submitted 2 March, 2023] Grid-Centric Traffic Scenario Perception for Autonomous Driving: A Comprehensive Review [paper]

• [Submitted 13 December, 2023] Occ3D: A Large-Scale 3D Occupancy Prediction Benchmark for Autonomous Driving [paper] [code] [dataset download]
• [Submitted 29 September, 2023] SSCBench: A Large-Scale 3D Semantic Scene Completion Benchmark for Autonomous Driving [paper] [Github]
• [Submitted 27 August, 2023] SurroundOcc: Multi-Camera 3D Occupancy Prediction for Autonomous Driving [paper] [Github]
• [Submitted 5 Jun, 2023] OpenScene: Scene as Occupancy [paper] [Github] [website]
• [Submitted 5 Jun, 2023] OccNet: Scene as Occupancy [paper] [Github]
• [Submitted 7 March, 2023] Openoccupancy: A large scale benchmark for surrounding semantic occupancy perception [paper] [Github]
• [Submitted 16 August, 2019] Semantickitti: A dataset for semantic scene understanding of lidar sequences [paper] [website]
• Occupancy Dataset for nuScenes [Github]

• CVPR 2023 3D Occupancy Prediction Challenge [Github] [website]
• CVPR 2024 Autonomous Grand Challenge Occupancy and Flow [Github] [website]

A Look at Tesla's Occupancy Networks [video]