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 10511100 of 1576 papers

TitleStatusHype
MonoDTR: Monocular 3D Object Detection with Depth-Aware TransformerCode1
V2X-ViT: Vehicle-to-Everything Cooperative Perception with Vision TransformerCode2
Voxel Set Transformer: A Set-to-Set Approach to 3D Object Detection from Point CloudsCode2
Sparse Fuse Dense: Towards High Quality 3D Detection with Depth CompletionCode2
VISTA: Boosting 3D Object Detection via Dual Cross-VIew SpaTial AttentionCode1
MonoJSG: Joint Semantic and Geometric Cost Volume for Monocular 3D Object DetectionCode1
WeakM3D: Towards Weakly Supervised Monocular 3D Object DetectionCode1
DeepFusion: Lidar-Camera Deep Fusion for Multi-Modal 3D Object Detection0
CVFNet: Real-time 3D Object Detection by Learning Cross View Features0
PillarGrid: Deep Learning-based Cooperative Perception for 3D Object Detection from Onboard-Roadside LiDARCode1
Point Density-Aware Voxels for LiDAR 3D Object DetectionCode1
PETR: Position Embedding Transformation for Multi-View 3D Object DetectionCode3
Back to Reality: Weakly-supervised 3D Object Detection with Shape-guided Label EnhancementCode1
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with TransformersCode2
An Online Semantic Mapping System for Extending and Enhancing Visual SLAM0
A Versatile Multi-View Framework for LiDAR-based 3D Object Detection with Guidance from Panoptic Segmentation0
Time-to-Label: Temporal Consistency for Self-Supervised Monocular 3D Object Detection0
Pseudo-Stereo for Monocular 3D Object Detection in Autonomous DrivingCode1
SoftGroup for 3D Instance Segmentation on Point CloudsCode2
Dense Voxel Fusion for 3D Object Detection0
DisARM: Displacement Aware Relation Module for 3D Detection0
Deep Camera Pose Regression Using Pseudo-LiDAR0
Cyber Mobility Mirror: A Deep Learning-based Real-World Object Perception Platform Using Roadside LiDAR0
Towards Safe, Real-Time Systems: Stereo vs Images and LiDAR for 3D Object Detection0
CG-SSD: Corner Guided Single Stage 3D Object Detection from LiDAR Point CloudCode1
3DRM:Pair-wise relation module for 3D object detectionCode1
ARM3D: Attention-based relation module for indoor 3D object detectionCode1
3D Object Detection from Images for Autonomous Driving: A SurveyCode1
Comparative study of 3D object detection frameworks based on LiDAR data and sensor fusion techniques0
Semi-supervised 3D Object Detection via Temporal Graph Neural Networks0
MonoDistill: Learning Spatial Features for Monocular 3D Object DetectionCode1
Survey and Systematization of 3D Object Detection Models and Methods0
Attention-based Proposals Refinement for 3D Object DetectionCode1
AutoAlign: Pixel-Instance Feature Aggregation for Multi-Modal 3D Object Detection0
DeepMix: Mobility-aware, Lightweight, and Hybrid 3D Object Detection for Headsets0
MDS-Net: A Multi-scale Depth Stratification Based Monocular 3D Object Detection Algorithm0
End-To-End Optimization of LiDAR Beam Configuration for 3D Object Detection and LocalizationCode1
SASA: Semantics-Augmented Set Abstraction for Point-based 3D Object DetectionCode1
Rope3D: The Roadside Perception Dataset for Autonomous Driving and Monocular 3D Object Detection Task0
SS3D: Sparsely-Supervised 3D Object Detection From Point Cloud0
Point Cloud Pre-Training With Natural 3D StructuresCode1
Dimension Embeddings for Monocular 3D Object Detection0
LIFT: Learning 4D LiDAR Image Fusion Transformer for 3D Object Detection0
Accurate and Real-time 3D Pedestrian Detection Using an Efficient Attentive Pillar NetworkCode1
The Devil is in the Task: Exploiting Reciprocal Appearance-Localization Features for Monocular 3D Object Detection0
PandaSet: Advanced Sensor Suite Dataset for Autonomous Driving0
BEVDet: High-performance Multi-camera 3D Object Detection in Bird-Eye-ViewCode2
EPNet++: Cascade Bi-directional Fusion for Multi-Modal 3D Object DetectionCode1
Revisiting 3D Object Detection From an Egocentric Perspective0
Joint 3D Object Detection and Tracking Using Spatio-Temporal Representation of Camera Image and LiDAR Point Clouds0
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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