Traffic Object Detection

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

11 shown of 11 papers with code (20 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.

• You Only Learn One Representation: Unified Network for Multiple Tasks
  10 May 2021 9 repositories listed
  In this paper, we propose a unified network to encode implicit knowledge and explicit knowledge together, just like the human brain can learn knowledge from normal learning as well as subconsciousness learning.
• YOLOP: You Only Look Once for Panoptic Driving Perception
  25 Aug 2021 5 repositories listed Syntology ran 1 of 18 samples · 17 unverified
  A panoptic driving perception system is an essential part of autonomous driving.
• HybridNets: End-to-End Perception Network
  17 Mar 2022 3 repositories listed
  Based on these optimizations, we have developed an end-to-end perception network to perform multi-tasking, including traffic object detection, drivable area segmentation and lane detection simultaneously, called…
• YOLOPv2: Better, Faster, Stronger for Panoptic Driving Perception
  24 Aug 2022 2 repositories listed
  Over the last decade, multi-tasking learning approaches have achieved promising results in solving panoptic driving perception problems, providing both high-precision and high-efficiency performance.
• CAIL2019-SCM: A Dataset of Similar Case Matching in Legal Domain
  20 Nov 2019 2 repositories listed
  In this paper, we introduce CAIL2019-SCM, Chinese AI and Law 2019 Similar Case Matching dataset.
• TriLiteNet: Lightweight Model for Multi-Task Visual Perception
  17 Mar 2025 1 repository listed
  Specifically, the TriLiteNetbase demonstrated a recall of 85.
• TUMTraffic-VideoQA: A Benchmark for Unified Spatio-Temporal Video Understanding in Traffic Scenes
  4 Feb 2025 1 repository listed
  We present TUMTraffic-VideoQA, a novel dataset and benchmark designed for spatio-temporal video understanding in complex roadside traffic scenarios.
• Performance Evaluation of Real-Time Object Detection for Electric Scooters
  5 May 2024 1 repository listed
  Electric scooters (e-scooters) have rapidly emerged as a popular mode of transportation in urban areas, yet they pose significant safety challenges.
• Enhancing Traffic Object Detection in Variable Illumination with RGB-Event Fusion
  1 Nov 2023 1 repository listed
  To address this issue, we introduce bio-inspired event cameras and propose a novel Structure-aware Fusion Network (SFNet) that extracts sharp and complete object structures from the event stream to compensate for the…
• You Only Look at Once for Real-time and Generic Multi-Task
  2 Oct 2023 1 repository listed
  In this study, we incorporate A-YOLOM, an adaptive, real-time, and lightweight multi-task model designed to concurrently address object detection, drivable area segmentation, and lane line segmentation tasks.
• FII-CenterNet: An Anchor-Free Detector With Foreground Attention for Traffic Object Detection
  8 Jan 2021 1 repository listed
  Most successful object detectors are anchor-based, which is difficult to adapt to the diversity of traffic objects.

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.