/PerceptionPaperReadingList

collect conference or journal papers on self-driving, especially perception module design

Primary LanguagePython

searching queries:

BEV CURB LANE TRANSFORMER SEGMENTATION
FREESPACE DRIVING CAMERA LIDAR AUTO
VIEW UNLABEL REAL-TIME

IROS

Name Year URL Keyword
MMFN: Multi-Modal-Fusion-Net for End-to-End Driving 2022 https://arxiv.org/pdf/2207.00186.pdf
CVFNet: Real-time 3D Object Detection by Learning Cross View Features 2022 https://arxiv.org/pdf/2203.06585.pdf
OverlapTransformer: An Efficient and Yaw-Angle-Invariant Transformer Network for LiDAR-Based Place Recognition 2022 https://arxiv.org/pdf/2203.03397.pdf github 100 stars
Dynamics-Aware Spatiotemporal Occupancy Prediction in Urban Environments 2022 https://arxiv.org/pdf/2209.13172.pdf
Patchwork++: Fast and Robust Ground Segmentation Solving Partial Under-Segmentation Using 3D Point Cloud 2022 https://arxiv.org/pdf/2207.11919.pdf
BoxGraph: Semantic Place Recognition and Pose Estimation from 3D LiDAR 2022 https://arxiv.org/pdf/2206.15154.pdf
How Do We Fail? Stress Testing Perception in Autonomous Vehicles 2022 https://arxiv.org/pdf/2203.14155.pdf
Non-Parametric Modeling of Spatio-Temporal Human Activity Based on Mobile Robot Observations 2022
CVFNet: Real-time 3D Object Detection by Learning Cross View Features 2022
TransDARC: Transformer-based Driver Activity Recognition with Latent Space Feature Calibration 2022
FAST-Dynamic-Vision: Detection and Tracking Dynamic Objects with Event and Depth Sensing 2021
A High-Accuracy Framework for Vehicle Dynamic Modeling in Autonomous Driving 2021
Evaluation of Long-Term LiDAR Place Recognition 2021
Learning-Based 3D Occupancy Prediction for Autonomous Navigation in Occluded Environments 2021
Disentangling and Vectorization: A 3D Visual Perception Approach for Autonomous Driving Based on Surround-View Fisheye Cameras 2021
Through the Looking Glass: Diminishing Occlusions in Robot Vision Systems with Mirror Reflections 2021
Similarity-Aware Fusion Network for 3D Semantic Segmentation 2021
Content Disentanglement for Semantically Consistent Synthetic-To-Real Domain Adaptation 2021
StyleLess Layer: Improving Robustness for Real-World Driving 2021
Uncertainty-Aware Self-Supervised Learning of Spatial Perception Tasks 2021
EVReflex: Dense Time-To-Impact Prediction for Event-Based Obstacle Avoidance 2021
Part-Aware Data Augmentation for 3D Object Detection in Point Cloud 2021
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation Decoding 2021
MV-FractalDB: Formula-Driven Supervised Learning for Multi-View Image Recognition 2021
Multi-Scale Feature Aggregation by Cross-Scale Pixel-To-Region Relation Operation for Semantic Segmentation 2021
Local Memory Attention for Fast Video Semantic Segmentation 2021
LiDAR-Based Drivable Region Detection for Autonomous Driving 2021
CP-Loss: Connectivity-Preserving Loss for Road Curb Detection in Autonomous Driving with Aerial Images 2021
Image Alignment for Vehicle Localization 2021
ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-Based Data 2021
SemanticSNE-RoadSeg+: Rethinking Depth-Normal Translation and Deep Supervision for Freespace Detection 2021

ICRA

Name Year URL Keyword

NIPS

Name Year URL Keyword

ECCV

Name Year URL Keyword
Point-to-Box Network for Accurate Object Detection via Single Point Supervision 2022 https://arxiv.org/pdf/2207.06827v1.pdf
JPerceiver: Joint Perception Network for Depth, Pose and Layout Estimation in Driving Scenes 2022
Cross-Camera View-Overlap Recognition 2022
Depth Field Networks for Generalizable Multi-view Scene Representation 2022
PETR: Position Embedding Transformation for Multi-View 3D Object Detection 2022
Should All Proposals be Treated Equally in Object Detection? 2022
BEVFormer: Learning Bird’s-Eye-View Representation from Multi-Camera Images via Spatiotemporal Transformers 2022
V2X-ViT: Vehicle-to-Everything Cooperative Perception with Vision Transformer 2022
ST-P3: End-to-end Vision-based Autonomous Driving via Spatial-Temporal Feature Learning 2022

CVPR

Name Year URL Keyword
Cross-view Transformers for real-time Map-view Semantic Segmentation 2022 https://arxiv.org/pdf/2205.02833.pdf
Scene Representation in Bird’s-Eye View from Surrounding Cameras with Transformers 2022
SelfD: Self-Learning Large-Scale Driving Policies From the Web 2022
Anomaly Detection in Autonomous Driving: A Survey 2022
DeepFusion: Lidar-Camera Deep Fusion for Multi-Modal 3D Object Detection 2022
Task Adaptive Parameter Sharing for Multi-Task Learning 2022
Controllable Dynamic Multi-Task Architectures 2022
PseudoProp: Robust Pseudo-Label Generation for Semi-Supervised Object Detection in Autonomous Driving Systems 2022
Rethinking Efficient Lane Detection via Curve Modeling 2022

IV

https://ieeexplore.ieee.org/xpl/conhome/1000397/all-proceedings

Name Year URL Keyword
Attention-based Proposals Refinement for 3D Object Detection 2022 https://ieeexplore.ieee.org/document/9827019
Robust 3D Object Detection in Cold Weather Conditions 2022 https://ieeexplore.ieee.org/document/9827398
A Multi-Task Recurrent Neural Network for End-to-End Dynamic Occupancy Grid Mapping 2022 https://ieeexplore.ieee.org/document/9827360
LaneFusion: 3D Object Detection with Rasterized Lane Map 2022 https://ieeexplore.ieee.org/document/9827025
Enhancement of Target Feature Regions and Intention-Driven Visual Attention Selection in Traffic Scenes 2022 https://ieeexplore.ieee.org/document/9827298
DST3D: DLA-Swin Transformer for Single-Stage Monocular 3D Object Detection 2022 https://ieeexplore.ieee.org/document/9827462
A convolution-based grid map reconfiguration method for autonomous driving in highly constrained environments 2022 https://ieeexplore.ieee.org/document/9827163
Multitask Network for Joint Object Detection, Semantic Segmentation and Human Pose Estimation in Vehicle Occupancy Monitoring 2022 https://ieeexplore.ieee.org/document/9827088
Towards Real-time Traffic Sign and Traffic Light Detection on Embedded Systems 2022 https://ieeexplore.ieee.org/document/9827355
Self-Supervised Road Layout Parsing with Graph Auto-Encoding 2022 https://ieeexplore.ieee.org/document/9827287
Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving Scenarios 2022 https://ieeexplore.ieee.org/document/9827222
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition 2022 https://ieeexplore.ieee.org/document/9827054
Predicting Future Occupancy Grids in Dynamic Environment with Spatio-Temporal Learning 2022 https://ieeexplore.ieee.org/document/9827412
Interaction-Dynamics-Aware Perception Zones for Obstacle Detection Safety Evaluation 2022 https://ieeexplore.ieee.org/document/9827409
Fusion Attention Network for Autonomous Cars Semantic Segmentation 2022 https://ieeexplore.ieee.org/document/9827377
Occupant Body Imaging based on Occupancy Grid Mapping 2021 https://ieeexplore.ieee.org/document/9575618
Drivable Area Segmentation in Deteriorating Road Regions for Autonomous Vehicles using 3D LiDAR Sensor 2021 https://ieeexplore.ieee.org/document/9575552
Temporal Semantics Auto-Encoding based Moving Objects Detection in Urban Driving Scenario 2021 https://ieeexplore.ieee.org/document/9575796
Multiple Scale Aggregation with Patch Multiplexing for High-Speed Inter-Vehicle Distance Estimation 2021 https://ieeexplore.ieee.org/document/9575418
Temporal Feature Networks for CNN based Object Detection 2021 https://ieeexplore.ieee.org/document/9575941

ITSC

Name Year URL Keyword
ExAgt: Expert-guided Augmentation for Representation Learning of Traffic Scenarios 2022 https://arxiv.org/pdf/2207.08609.pdf
BEVDetNet: Bird's Eye View LiDAR Point Cloud based Real-time 3D Object Detection for Autonomous Driving 2021
BEV-MODNet: Monocular Camera based Bird's Eye View Moving Object Detection for Autonomous Driving 2021
Pattern-Aware Data Augmentation for LiDAR 3D Object Detection 2021

RSS

Name Year URL Keyword
Real-Time Multi-View 3D Human Pose Estimation using Semantic Feedback to Smart Edge Sensors 2021 http://www.roboticsproceedings.org/rss17/p040.pdf
TARE: A Hierarchical Framework for Efficiently Exploring Complex 3D Environments 2021 https://frc.ri.cmu.edu/~zhangji/publications/RSS_2021.pdf

ACC

Name Year URL Keyword

CDC

Name Year URL Keyword

IEEE Trans. Intelligent Transportation Systems

IEEE Trans. Intelligent Vehicles

IEEE Trans. Vehicular Technology

IEEE Trans. Image Processing