SOTAVerified

Autonomous Driving

Autonomous driving is the task of driving a vehicle without human conduction.

Many of the state-of-the-art results can be found at more general task pages such as 3D Object Detection and Semantic Segmentation.

(Image credit: Exploring the Limitations of Behavior Cloning for Autonomous Driving)

Papers

Showing 32263250 of 6092 papers

TitleStatusHype
Data Games: A Game-Theoretic Approach to Swarm Robotic Data Collection0
Foundation Models for Decision Making: Problems, Methods, and Opportunities0
TrafficBots: Towards World Models for Autonomous Driving Simulation and Motion PredictionCode1
MOISST: Multimodal Optimization of Implicit Scene for SpatioTemporal calibration0
Visual Analytics of Neuron Vulnerability to Adversarial Attacks on Convolutional Neural Networks0
Traffic Scene Parsing through the TSP6K DatasetCode1
Visual Saliency-Guided Channel Pruning for Deep Visual Detectors in Autonomous Driving0
APE: An Open and Shared Annotated Dataset for Learning Urban Pedestrian Path Networks0
Exploiting Implicit Rigidity Constraints via Weight-Sharing Aggregation for Scene Flow Estimation from Point CloudsCode0
Depth-based 6DoF Object Pose Estimation using Swin TransformerCode1
Quantifying the LiDAR Sim-to-Real Domain Shift: A Detailed Investigation Using Object Detectors and Analyzing Point Clouds at Target-LevelCode0
Visual Exemplar Driven Task-Prompting for Unified Perception in Autonomous Driving0
Learning to Influence Human Behavior with Offline Reinforcement Learning0
MixVPR: Feature Mixing for Visual Place RecognitionCode2
Visual Perception System for Autonomous Driving0
BSH-Det3D: Improving 3D Object Detection with BEV Shape HeatmapCode1
Are All Point Clouds Suitable for Completion? Weakly Supervised Quality Evaluation Network for Point Cloud Completion0
PointCert: Point Cloud Classification with Deterministic Certified Robustness Guarantees0
EdgeServe: A Streaming System for Decentralized Model Serving0
Ego-Vehicle Action Recognition based on Semi-Supervised Contrastive Learning0
Grid-Centric Traffic Scenario Perception for Autonomous Driving: A Comprehensive Review0
APARATE: Adaptive Adversarial Patch for CNN-based Monocular Depth Estimation for Autonomous Navigation0
To Make Yourself Invisible with Adversarial Semantic Contours0
AdaptiveShape: Solving Shape Variability for 3D Object Detection with Geometry Aware Anchor Distributions0
OccDepth: A Depth-Aware Method for 3D Semantic Scene CompletionCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95Unverified
2InterFuserDriving Score76.18Unverified
3TCPDriving Score75.14Unverified
4TF++ WPDriving Score66.32Unverified
5Learning From All Vehicles (LAV)Driving Score61.85Unverified
6TransFuserDriving Score61.18Unverified
7TransFuser (Reproduced)Driving Score55.04Unverified
8TCP (Reproduced)Driving Score47.91Unverified
9Latent TransFuserDriving Score45.2Unverified
10GRIADDriving Score36.79Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17Unverified
2TransFuserRC56.36Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91Unverified
2TransFuserRC78.41Unverified