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 411–420 of 1576 papers

Title	Date	Tasks	Status	Hype
3D Object Detection for Autonomous Driving: A Survey	Jun 21, 2021	3D Object DetectionAttribute	CodeCode Available	1
DSRC: Learning Density-insensitive and Semantic-aware Collaborative Representation against Corruptions	Dec 14, 2024	3D Object Detectionobject-detection	CodeCode Available	1
DORT: Modeling Dynamic Objects in Recurrent for Multi-Camera 3D Object Detection and Tracking	Mar 29, 2023	3D Object DetectionDepth Estimation	CodeCode Available	1
Among Us: Adversarially Robust Collaborative Perception by Consensus	Mar 16, 2023	3D Object DetectionAdversarial Defense	CodeCode Available	1
FusionPainting: Multimodal Fusion with Adaptive Attention for 3D Object Detection	Jun 23, 2021	3D Object DetectionAutonomous Driving	CodeCode Available	1
GSPN: Generative Shape Proposal Network for 3D Instance Segmentation in Point Cloud	Dec 8, 2018	3D Instance Segmentation3D Object Detection	CodeCode Available	1
A Multimodal Hybrid Late-Cascade Fusion Network for Enhanced 3D Object Detection	Apr 25, 2025	3D Object Detectionobject-detection	CodeCode Available	1
IDA-3D: Instance-Depth-Aware 3D Object Detection From Stereo Vision for Autonomous Driving	Jun 1, 2020	3D Object DetectionAutonomous Driving	CodeCode Available	1
Frustum PointNets for 3D Object Detection from RGB-D Data	Nov 22, 2017	3D Object DetectionObject	CodeCode Available	1
FrustumFormer: Adaptive Instance-aware Resampling for Multi-view 3D Detection	Jan 10, 2023	3D Object Detectionobject-detection	CodeCode Available	1

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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