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 10411050 of 6092 papers

TitleStatusHype
Hints of Prompt: Enhancing Visual Representation for Multimodal LLMs in Autonomous Driving0
DriveMLLM: A Benchmark for Spatial Understanding with Multimodal Large Language Models in Autonomous DrivingCode2
WHALES: A Multi-agent Scheduling Dataset for Enhanced Cooperation in Autonomous DrivingCode1
YCB-LUMA: YCB Object Dataset with Luminance Keying for Object LocalizationCode0
LaVida Drive: Vision-Text Interaction VLM for Autonomous Driving with Token Selection, Recovery and Enhancement0
A Resource Efficient Fusion Network for Object Detection in Bird's-Eye View using Camera and Raw Radar DataCode0
Provably Efficient Action-Manipulation Attack Against Continuous Reinforcement Learning0
Robust 3D Semantic Occupancy Prediction with Calibration-free Spatial TransformationCode1
Motif Channel Opened in a White-Box: Stereo Matching via Motif Correlation GraphCode2
C^2INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention0
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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