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 60516092 of 6092 papers

TitleStatusHype
Learning Scalable Deep Kernels with Recurrent StructureCode0
Image Based Camera Localization: an OverviewCode0
Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving0
Find Your Own Way: Weakly-Supervised Segmentation of Path Proposals for Urban Autonomy0
Reconstructing Vechicles from a Single Image: Shape Priors for Road Scene Understanding0
Geometry-Based Next Frame Prediction from Monocular Video0
DESPOT: Online POMDP Planning with RegularizationCode0
Autonomous driving challenge: To Infer the property of a dynamic object based on its motion pattern using recurrent neural network0
Game-Theoretic Modeling of Driver and Vehicle Interactions for Verification and Validation of Autonomous Vehicle Control Systems0
3D Object Proposals using Stereo Imagery for Accurate Object Class Detection0
Compressive Change Retrieval for Moving Object Detection0
Can we unify monocular detectors for autonomous driving by using the pixel-wise semantic segmentation of CNNs?0
Joint Recursive Monocular Filtering of Camera Motion and Disparity Map0
Speeding up Semantic Segmentation for Autonomous DrivingCode0
Monocular 3D Object Detection for Autonomous Driving0
The SYNTHIA Dataset: A Large Collection of Synthetic Images for Semantic Segmentation of Urban Scenes0
End-to-End Instance Segmentation with Recurrent AttentionCode0
Query-Efficient Imitation Learning for End-to-End Autonomous DrivingCode0
Road Detection through Supervised Classification0
On the Sample Complexity of End-to-end Training vs. Semantic Abstraction Training0
Exploiting Semantic Information and Deep Matching for Optical Flow0
Global Deconvolutional Networks for Semantic Segmentation0
Long-term Planning by Short-term Prediction0
Instance-Level Segmentation for Autonomous Driving with Deep Densely Connected MRFs0
Driverseat: Crowdstrapping Learning Tasks for Autonomous Driving0
3D Object Proposals for Accurate Object Class Detection0
Learning to Track: Online Multi-Object Tracking by Decision Making0
Fingerprinting-Based Positioning in Distributed Massive MIMO Systems0
Layered Interpretation of Street View Images0
Joint SFM and Detection Cues for Monocular 3D Localization in Road Scenes0
Object Scene Flow for Autonomous Vehicles0
Training a Convolutional Neural Network for Appearance-Invariant Place Recognition0
Learning image representations tied to ego-motionCode0
DeepDriving: Learning Affordance for Direct Perception in Autonomous Driving0
An Empirical Evaluation of Deep Learning on Highway Driving0
A novel pLSA based Traffic Signs Classification System0
Are We Ready for Driver-less Vehicles? Security vs. Privacy- A Social Perspective0
Road Detection by One-Class Color Classification: Dataset and Experiments0
Beat the MTurkers: Automatic Image Labeling from Weak 3D SupervisionCode0
Visual Semantic Search: Retrieving Videos via Complex Textual Queries0
Robust Scale Estimation in Real-Time Monocular SFM for Autonomous Driving0
A Hierarchical Image Analysis for Extracting Parking Lot Structures from Aerial Images0
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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