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 12411250 of 6092 papers

TitleStatusHype
Analysis of Truncated Singular Value Decomposition for Koopman Operator-Based Lane Change Model0
Multimodal Trajectory Prediction for Autonomous Driving on Unstructured Roads using Deep Convolutional NetworkCode0
Improving Agent Behaviors with RL Fine-tuning for Autonomous Driving0
Does End-to-End Autonomous Driving Really Need Perception Tasks?Code3
MemFusionMap: Working Memory Fusion for Online Vectorized HD Map Construction0
CASPFormer: Trajectory Prediction from BEV Images with Deformable Attention0
Adaptive Stream Processing on Edge Devices through Active Inference0
ViewpointDepth: A New Dataset for Monocular Depth Estimation Under Viewpoint Shifts0
DiffSSC: Semantic LiDAR Scan Completion using Denoising Diffusion Probabilistic Models0
AlterMOMA: Fusion Redundancy Pruning for Camera-LiDAR Fusion Models with Alternative Modality Masking0
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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