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 54615470 of 6092 papers

TitleStatusHype
Combining UPerNet and ConvNeXt for Contrails Identification to reduce Global WarmingCode0
PointSeg: Real-Time Semantic Segmentation Based on 3D LiDAR Point CloudCode0
Learning with Noisy Labels through Learnable Weighting and Centroid SimilarityCode0
HSDA: High-frequency Shuffle Data Augmentation for Bird's-Eye-View Map SegmentationCode0
HPERL: 3D Human Pose Estimation from RGB and LiDARCode0
How Private Is Your RL Policy? An Inverse RL Based Analysis FrameworkCode0
OWLed: Outlier-weighed Layerwise Pruning for Efficient Autonomous Driving FrameworkCode0
OVOSE: Open-Vocabulary Semantic Segmentation in Event-Based CamerasCode0
Adversarial shape perturbations on 3D point cloudsCode0
HopTrack: A Real-time Multi-Object Tracking System for Embedded DevicesCode0
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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