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 26262650 of 6092 papers

TitleStatusHype
Large Language Models for Human-like Autonomous Driving: A Survey0
FH-DRL: Exponential-Hyperbolic Frontier Heuristics with DRL for accelerated Exploration in Unknown Environments0
Wolf: Captioning Everything with a World Summarization Framework0
Sparse Refinement for Efficient High-Resolution Semantic Segmentation0
Image Segmentation via Divisive Normalization: dealing with environmental diversity0
Taxonomy-Aware Continual Semantic Segmentation in Hyperbolic Spaces for Open-World Perception0
TiCoSS: Tightening the Coupling between Semantic Segmentation and Stereo Matching within A Joint Learning Framework0
CRASH: Crash Recognition and Anticipation System Harnessing with Context-Aware and Temporal Focus Attentions0
Control Informed Design of the IAC Autonomous Racecar for Operation at the Dynamic Envelope0
Testing Large Language Models on Driving Theory Knowledge and Skills for Connected Autonomous Vehicles0
LangOcc: Self-Supervised Open Vocabulary Occupancy Estimation via Volume Rendering0
3D Question Answering for City Scene Understanding0
Physical Adversarial Attack on Monocular Depth Estimation via Shape-Varying Patches0
Progressive Query Refinement Framework for Bird's-Eye-View Semantic Segmentation from Surrounding ImagesCode0
Velocity Driven Vision: Asynchronous Sensor Fusion Birds Eye View Models for Autonomous Vehicles0
Deformable Convolution Based Road Scene Semantic Segmentation of Fisheye Images in Autonomous Driving0
LiCROcc: Teach Radar for Accurate Semantic Occupancy Prediction using LiDAR and Camera0
SECRM-2D: RL-Based Efficient and Comfortable Route-Following Autonomous Driving with Analytic Safety Guarantees0
When, Where, and What? A Novel Benchmark for Accident Anticipation and Localization with Large Language Models0
Understanding Impacts of Electromagnetic Signal Injection Attacks on Object Detection0
MILAN: Milli-Annotations for Lidar Semantic Segmentation0
WTS: A Pedestrian-Centric Traffic Video Dataset for Fine-grained Spatial-Temporal Understanding0
Comprehensive Overview of Reward Engineering and Shaping in Advancing Reinforcement Learning Applications0
Flow-guided Motion Prediction with Semantics and Dynamic Occupancy Grid Maps0
Explore the LiDAR-Camera Dynamic Adjustment Fusion for 3D Object DetectionCode0
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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