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 27812790 of 6092 papers

TitleStatusHype
Assessing Systematic Weaknesses of DNNs using Counterfactuals0
UGainS: Uncertainty Guided Anomaly Instance SegmentationCode1
Spatial Intelligence of a Self-driving Car and Rule-Based Decision Making0
FusionAD: Multi-modality Fusion for Prediction and Planning Tasks of Autonomous DrivingCode1
DriveAdapter: Breaking the Coupling Barrier of Perception and Planning in End-to-End Autonomous DrivingCode2
MonoNext: A 3D Monocular Object Detection with ConvNext0
Echoes Beyond Points: Unleashing the Power of Raw Radar Data in Multi-modality FusionCode1
Detecting the Anomalies in LiDAR Pointcloud0
On Transferability of Driver Observation Models from Simulated to Real Environments in Autonomous Cars0
FULLER: Unified Multi-modality Multi-task 3D Perception via Multi-level Gradient Calibration0
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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