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 49014925 of 6092 papers

TitleStatusHype
Generalized Object Detection on Fisheye Cameras for Autonomous Driving: Dataset, Representations and Baseline0
Value Alignment VerificationCode0
Deep Inverse Sensor Models as Priors for evidential Occupancy Mapping0
Financial Sentiment Analysis: An Investigation into Common Mistakes and Silver Bullets0
Displacement-Invariant Cost Computation for Efficient Stereo Matching0
Robust and Accurate Object Velocity Detection by Stereo Camera for Autonomous Driving0
Monocular 3D Object Detection with Sequential Feature Association and Depth Hint AugmentationCode1
Trajformer: Trajectory Prediction with Local Self-Attentive Contexts for Autonomous DrivingCode1
A Customizable Dynamic Scenario Modeling and Data Generation Platform for Autonomous Driving0
Multi-task GANs for Semantic Segmentation and Depth Completion with Cycle Consistency0
MEBOW: Monocular Estimation of Body Orientation In the WildCode1
The NEOLIX Open Dataset for Autonomous Driving0
Temporal-Channel Transformer for 3D Lidar-Based Video Object Detection in Autonomous Driving0
On Adversarial Robustness of 3D Point Cloud Classification under Adaptive Attacks0
Benchmarking Image Retrieval for Visual LocalizationCode1
Provably-Robust Runtime Monitoring of Neuron Activation Patterns0
LiDAR-based Panoptic Segmentation via Dynamic Shifting NetworkCode1
Nudge Attacks on Point-Cloud DNNs0
Dense open-set recognition with synthetic outliers generated by Real NVPCode0
MoNet: Motion-based Point Cloud Prediction Network0
From Recognition to Prediction: Analysis of Human Action and Trajectory Prediction in VideoCode1
A Review and Comparative Study on Probabilistic Object Detection in Autonomous DrivingCode1
FLAVA: Find, Localize, Adjust and Verify to Annotate LiDAR-Based Point CloudsCode0
Res-GCNN: A Lightweight Residual Graph Convolutional Neural Networks for Human Trajectory Forecasting0
Taming and Leveraging Interference in Mobile Radar Networks0
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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