3D Object Detection

3D Object Detection is a task in computer vision where the goal is to identify and locate objects in a 3D environment based on their shape, location, and orientation. It involves detecting the presence of objects and determining their location in the 3D space in real-time. This task is crucial for applications such as autonomous vehicles, robotics, and augmented reality.

( Image credit: AVOD )

Papers

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Showing 71–80 of 1576 papers

Title	Date	Tasks	Status	Hype	Score
DiffBEV: Conditional Diffusion Model for Bird's Eye View Perception	Mar 15, 2023	3D Object DetectionAutonomous Driving	CodeCode Available	2	5
Commonsense Prototype for Outdoor Unsupervised 3D Object Detection	Apr 25, 2024	3D Object DetectionObject	CodeCode Available	2	5
3D Object Detection for Autonomous Driving: A Comprehensive Survey	Jun 19, 2022	3D Object DetectionAutonomous Driving	CodeCode Available	2	5
DAIR-V2X: A Large-Scale Dataset for Vehicle-Infrastructure Cooperative 3D Object Detection	Apr 12, 2022	3D Object DetectionAutonomous Driving	CodeCode Available	2	5
Complex-YOLO: Real-time 3D Object Detection on Point Clouds	Mar 16, 2018	3D Object DetectionAutonomous Driving	CodeCode Available	2	5
CoBEVT: Cooperative Bird's Eye View Semantic Segmentation with Sparse Transformers	Jul 5, 2022	3D Object DetectionAutonomous Driving	CodeCode Available	2	5
Argoverse 2: Next Generation Datasets for Self-Driving Perception and Forecasting	Jan 2, 2023	3D Object DetectionMotion Forecasting	CodeCode Available	2	5
CoDA: Collaborative Novel Box Discovery and Cross-modal Alignment for Open-vocabulary 3D Object Detection	Oct 4, 2023	3D Object Detectioncross-modal alignment	CodeCode Available	2	5
3DGS-DET: Empower 3D Gaussian Splatting with Boundary Guidance and Box-Focused Sampling for 3D Object Detection	Oct 2, 2024	3DGS3D Object Detection	CodeCode Available	2	5
Center-based 3D Object Detection and Tracking	Jun 19, 2020	3D Multi-Object Tracking3D Object Detection	CodeCode Available	2	5

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All datasets nuScenes ScanNetV2 SUN-RGBD val KITTI Cars Easy KITTI Cars Hard nuScenes Camera Only KITTI Cars Easy val KITTI Cars Moderate val nuscenes Camera-Radar View-of-Delft (val)KITTI Cars Hard val DAIR-V2X-I

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	EA-LSS	NDS	0.78	—	Unverified
2	MMFusion-e	NDS	0.77	—	Unverified
3	MegFusion	NDS	0.77	—	Unverified
4	RacoonPower	NDS	0.76	—	Unverified
5	BEVFusion-e	NDS	0.76	—	Unverified
6	DeepInteraction-large	NDS	0.76	—	Unverified
7	DeepInteraction-e	NDS	0.76	—	Unverified
8	DAA	NDS	0.75	—	Unverified
9	FusionVPE	NDS	0.75	—	Unverified
10	CenterPoint-Fusion	NDS	0.75	—	Unverified