SOTAVerified

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

Showing 14511500 of 1576 papers

TitleStatusHype
Towards Generalization Across Depth for Monocular 3D Object Detection0
Deep SCNN-based Real-time Object Detection for Self-driving Vehicles Using LiDAR Temporal Data0
PerspectiveNet: 3D Object Detection from a Single RGB Image via Perspective Points0
TANet: Robust 3D Object Detection from Point Clouds with Triple AttentionCode0
Learning Depth-Guided Convolutions for Monocular 3D Object DetectionCode0
Context-Aware Dynamic Feature Extraction for 3D Object Detection in Point CloudsCode0
What You See is What You Get: Exploiting Visibility for 3D Object DetectionCode0
Relation Graph Network for 3D Object Detection in Point Clouds0
PointRGCN: Graph Convolution Networks for 3D Vehicles Detection Refinement0
RefinedMPL: Refined Monocular PseudoLiDAR for 3D Object Detection in Autonomous Driving0
Learning Permutation Invariant Representations using Memory NetworksCode0
PI-RCNN: An Efficient Multi-sensor 3D Object Detector with Point-based Attentive Cont-conv Fusion Module0
End-to-End Multi-View Fusion for 3D Object Detection in LiDAR Point Clouds0
Frustum VoxNet for 3D object detection from RGB-D or Depth images0
Adaptive and Azimuth-Aware Fusion Network of Multimodal Local Features for 3D Object Detection0
Patch Refinement -- Localized 3D Object Detection0
Accurate Monocular 3D Object Detection via Color-Embedded 3D Reconstruction for Autonomous Driving0
epBRM: Improving a Quality of 3D Object Detection using End Point Box Regression Module0
Range Adaptation for 3D Object Detection in LiDAR0
Can We Trust You? On Calibration of a Probabilistic Object Detector for Autonomous Driving0
Object-Centric Stereo Matching for 3D Object Detection0
A*3D Dataset: Towards Autonomous Driving in Challenging EnvironmentsCode0
Task-Aware Monocular Depth Estimation for 3D Object DetectionCode0
F-Cooper: Feature based Cooperative Perception for Autonomous Vehicle Edge Computing System Using 3D Point Clouds0
Multi-Sensor 3D Object Box Refinement for Autonomous Driving0
MLOD: A multi-view 3D object detection based on robust feature fusion method0
Object Viewpoint Classification Based 3D Bounding Box Estimation for Autonomous Vehicles0
3D Bounding Box Estimation for Autonomous Vehicles by Cascaded Geometric Constraints and Depurated 2D Detections Using 3D Results0
StarNet: Targeted Computation for Object Detection in Point Clouds0
Class-balanced Grouping and Sampling for Point Cloud 3D Object DetectionCode0
IoU Loss for 2D/3D Object DetectionCode0
Fast Point R-CNN0
Warp and Learn: Novel Views Generation for Vehicles and Other ObjectsCode0
STD: Sparse-to-Dense 3D Object Detector for Point Cloud0
Improving 3D Object Detection for Pedestrians with Virtual Multi-View Synthesis Orientation Estimation0
Point-Voxel CNN for Efficient 3D Deep LearningCode0
Voxel-FPN: multi-scale voxel feature aggregation in 3D object detection from point clouds0
Monocular 3D Object Detection and Box Fitting Trained End-to-End Using Intersection-over-Union Loss0
Pseudo-LiDAR++: Accurate Depth for 3D Object Detection in Autonomous DrivingCode0
Attentional PointNet for 3D-Object Detection in Point CloudsCode0
Synthesizing Diverse Lung Nodules Wherever Massively: 3D Multi-Conditional GAN-based CT Image Augmentation for Object Detection0
VolMap: A Real-time Model for Semantic Segmentation of a LiDAR surrounding view0
Clouds of Oriented Gradients for 3D Detection of Objects, Surfaces, and Indoor Scene Layouts0
Learning from Unlabelled Videos Using Contrastive Predictive Neural 3D MappingCode0
Triangulation Learning Network: from Monocular to Stereo 3D Object DetectionCode0
Disentangling Monocular 3D Object Detection0
Shift R-CNN: Deep Monocular 3D Object Detection with Closed-Form Geometric Constraints0
RIU-Net: Embarrassingly simple semantic segmentation of 3D LiDAR point cloud0
Multimodal 3D Object Detection from Simulated PretrainingCode0
Monocular Plan View Networks for Autonomous Driving0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1EA-LSSNDS0.78Unverified
2MMFusion-eNDS0.77Unverified
3MegFusionNDS0.77Unverified
4RacoonPowerNDS0.76Unverified
5BEVFusion-eNDS0.76Unverified
6DeepInteraction-largeNDS0.76Unverified
7DeepInteraction-eNDS0.76Unverified
8DAANDS0.75Unverified
9FusionVPENDS0.75Unverified
10CenterPoint-FusionNDS0.75Unverified