vehicle detection

Benchmarks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 54 papers with code (249 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Context R-CNN: Long Term Temporal Context for Per-Camera Object Detection
  7 Dec 2019 3 repositories listed
  In this paper we propose a method that leverages temporal context from the unlabeled frames of a novel camera to improve performance at that camera.
• Drone-based RGB-Infrared Cross-Modality Vehicle Detection via Uncertainty-Aware Learning
  5 Mar 2020 2 repositories listed
  To address this dilemma, we further propose an uncertainty-aware cross-modality vehicle detection (UA-CMDet) framework to extract complementary information from cross-modal images, which can significantly improve the…
• PIXOR: Real-time 3D Object Detection from Point Clouds
  17 Feb 2019 2 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
  Existing approaches are, however, expensive in computation due to high dimensionality of point clouds.
• DroNet: Efficient convolutional neural network detector for real-time UAV applications
  18 Jul 2018 2 repositories listed
  Through the analysis we propose a CNN architecture that is capable of detecting vehicles from aerial UAV images and can operate between 5-18 frames-per-second for a variety of platforms with an overall accuracy of ~95%.
• Driving in the Matrix: Can Virtual Worlds Replace Human-Generated Annotations for Real World Tasks?
  6 Oct 2016 2 repositories listed
  Deep learning has rapidly transformed the state of the art algorithms used to address a variety of problems in computer vision and robotics.
• VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond
  28 May 2025 1 repository listed
  To address this gap, we present the Vehicles in the Middle East (VME) dataset, designed explicitly for vehicle detection in high-resolution satellite images from Middle Eastern countries.
• Event-Based Crossing Dataset (EBCD)
  21 Mar 2025 1 repository listed
  Event-based vision revolutionizes traditional image sensing by capturing asynchronous intensity variations rather than static frames, enabling ultrafast temporal resolution, sparse data encoding, and enhanced motion…
• TriLiteNet: Lightweight Model for Multi-Task Visual Perception
  17 Mar 2025 1 repository listed
  Specifically, the TriLiteNetbase demonstrated a recall of 85.
• RFUAV: A Benchmark Dataset for Unmanned Aerial Vehicle Detection and Identification
  12 Mar 2025 1 repository listed
  In addition to the dataset, RFUAV provides a baseline preprocessing method and model evaluation tools.
• Automatic Labelling & Semantic Segmentation with 4D Radar Tensors
  20 Jan 2025 1 repository listed
  In this paper, an automatic labelling process is presented for automotive datasets, leveraging on complementary information from LiDAR and camera.
• Combining YOLO and Visual Rhythm for Vehicle Counting
  8 Jan 2025 1 repository listed
  Video-based vehicle detection and counting play a critical role in managing transport infrastructure.
• SDM-Car: A Dataset for Small and Dim Moving Vehicles Detection in Satellite Videos
  24 Dec 2024 1 repository listed
  Vehicle detection and tracking in satellite video is essential in remote sensing (RS) applications.
• Advanced computer vision for extracting georeferenced vehicle trajectories from drone imagery
  4 Nov 2024 1 repository listed
  This paper presents a framework for extracting georeferenced vehicle trajectories from high-altitude drone footage, addressing key challenges in urban traffic monitoring and limitations of traditional ground-based…
• VFM-Det: Towards High-Performance Vehicle Detection via Large Foundation Models
  23 Aug 2024 1 repository listed
  In this work, we propose a new vehicle detection paradigm based on a pre-trained foundation vehicle model (VehicleMAE) and a large language model (T5), termed VFM-Det.
• Toward Efficient Convolutional Neural Networks With Structured Ternary Patterns
  20 Jul 2024 1 repository listed
  High-efficiency deep learning (DL) models are necessary not only to facilitate their use in devices with limited resources but also to improve resources required for training.
• Bangladeshi Native Vehicle Detection in Wild
  20 May 2024 1 repository listed
  To advance terrestrial object detection research, this paper proposes a native vehicle detection dataset for the most commonly appeared vehicle classes in Bangladesh.
• RSHazeDiff: A Unified Fourier-aware Diffusion Model for Remote Sensing Image Dehazing
  15 May 2024 1 repository listed
  Since remote sensing images contain extensive small-scale texture structures, it is important to effectively restore image details from hazy images.
• Multimodal Collaboration Networks for Geospatial Vehicle Detection in Dense, Occluded, and Large-Scale Events
  14 May 2024 1 repository listed
  To this end, we first construct two multimodal dense and occlusion vehicle detection datasets for large-scale events, utilizing RGB and height map modalities.
• Bounding Box Stability against Feature Dropout Reflects Detector Generalization across Environments
  20 Mar 2024 1 repository listed
  However, in the real-world where test ground truths are not provided, it is non-trivial to find out whether bounding boxes are accurate, thus preventing us from assessing the detector generalization ability.
• EVD4UAV: An Altitude-Sensitive Benchmark to Evade Vehicle Detection in UAV
  8 Mar 2024 1 repository listed
  One white-box and two black-box patch based attack methods are implemented to attack three classic deep neural networks based object detectors on EVD4UAV.
• Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous Driving
  11 Dec 2023 1 repository listed
  This paper addresses the often overlooked issue of fairness in the autonomous driving domain, particularly in vision-based perception and prediction systems, which play a pivotal role in the overall functioning of…
• Multi‑camera trajectory matching based on hierarchical clustering and constraints
  19 Oct 2023 1 repository listed
  The fast improvement of deep learning methods resulted in breakthroughs in image classification, object detection, and object tracking.
• Learned Scalable Video Coding For Humans and Machines
  18 Jul 2023 1 repository listed
  Video coding has traditionally been developed to support services such as video streaming, videoconferencing, digital TV, and so on.
• Practical Collaborative Perception: A Framework for Asynchronous and Multi-Agent 3D Object Detection
  4 Jul 2023 1 repository listed
  In this work, we devise a simple yet effective collaboration method that achieves a better bandwidth-performance tradeoff than prior state-of-the-art methods while minimizing changes made to the single-vehicle detection…
• Realistically distributing object placements in synthetic training data improves the performance of vision-based object detection models
  24 May 2023 1 repository listed
  When training object detection models on synthetic data, it is important to make the distribution of synthetic data as close as possible to the distribution of real data.
• TelecomTM: A Fine-Grained and Ubiquitous Traffic Monitoring System Using Pre-Existing Telecommunication Fiber-Optic Cables as Sensors
  4 May 2023 1 repository listed
  Our approach uses the spatial dependency of multiple virtual sensors and Newton's laws of motion to combine the distributed sensor data to reduce uncertainties in vehicle detection and tracking.
• Nordic Vehicle Dataset (NVD): Performance of vehicle detectors using newly captured NVD from UAV in different snowy weather conditions
  27 Apr 2023 1 repository listed
  This study aims to address this gap by providing the scientific community with data on vehicles captured by UAVs in different settings and under various snow cover conditions in the Nordic region.
• Joint 2D-3D Multi-Task Learning on Cityscapes-3D: 3D Detection, Segmentation, and Depth Estimation
  3 Apr 2023 1 repository listed
  TaskPrompter introduces a new multi-task benchmark based on Cityscapes-3D dataset, which requires the multi-task model to concurrently generate predictions for monocular 3D vehicle detection, semantic segmentation, and…
• A Fine-Grained Vehicle Detection (FGVD) Dataset for Unconstrained Roads
  30 Dec 2022 1 repository listed
  Along with providing baseline results for existing object detectors on FGVD Dataset, we also present the results of a combination of an existing detector and the recent Hierarchical Residual Network (HRN) classifier for…
• A Real-Time Wrong-Way Vehicle Detection Based on YOLO and Centroid Tracking
  19 Oct 2022 1 repository listed
  By detecting wrong-way vehicles, the number of accidents can be minimized and traffic jam can be reduced.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.