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Methods › Computer Vision › One-Stage Object Detection Models › YOLOv3

YOLOv3

258 papers tagged archive 2025-07-28

Introduced by Joseph Redmon et al. in YOLOv3: An Incremental Improvement

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

YOLOv3 is a real-time, single-stage object detection model that builds on YOLOv2 with several improvements. Improvements include the use of a new backbone network, Darknet-53 that utilises residual connections, or in the words of the author, "those newfangled residual network stuff", as well as some improvements to the bounding box prediction step, and use of three different scales from which to extract features (similar to an FPN).

PaperSourceSee Code · pjreddie/darknet

Papers archive 2025-07-28

30 shown of 258, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

20 shown of 191 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Object Detection151
object-detection141
Object77
Autonomous Driving20
Real-Time Object Detection18
Data Augmentation14
Deep Learning14
Semantic Segmentation13
GPU12
Transfer Learning10
Classification9
Image Classification9
image-classification9
Pedestrian Detection8
Segmentation8
Instance Segmentation7
2D Object Detection6
Autonomous Vehicles6
Defect Detection6
General Classification6

Usage over time archive 2025-07-28

Papers per year tagged with YOLOv3: 2016 to 2025, peak 59 59 0 2016: 1 paper 2016 2017: 0 papers 2017 2018: 3 papers 2018 2019: 23 papers 2019 2020: 52 papers 2020 2021: 54 papers 2021 2022: 59 papers 2022 2023: 35 papers 2023 2024: 22 papers 2024 2025: 9 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (258 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

One-Stage Object Detection ModelsObject Detection Models

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