Methods › Computer Vision › One-Stage Object Detection Models › YOLOv1
YOLOv1
Introduced by Joseph Redmon et al. in You Only Look Once: Unified, Real-Time Object Detection
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
YOLOv1 is a single-stage object detection model. Object detection is framed as a regression problem to spatially separated bounding boxes and associated class probabilities. A single neural network predicts bounding boxes and class probabilities directly from full images in one evaluation. Since the whole detection pipeline is a single network, it can be optimized end-to-end directly on detection performance.
The network uses features from the entire image to predict each bounding box. It also predicts all bounding boxes across all classes for an image simultaneously. This means the network reasons globally about the full image and all the objects in the image.
Papers archive 2025-07-28
6 shown of 6, 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.
-
ODVerse33: Is the New YOLO Version Always Better? A Multi Domain benchmark from YOLO v5 to v11 20 Feb 2025 · 0 repositories · arXiv:2502.14314
-
YOLOv1 to YOLOv10: A comprehensive review of YOLO variants and their application in the agricultural domain 14 Jun 2024 · 0 repositories · arXiv:2406.10139
-
YOLO11 to Its Genesis: A Decadal and Comprehensive Review of The You Only Look Once (YOLO) Series 12 Jun 2024 · 0 repositories · arXiv:2406.19407
-
Machine learning approach of automatic identification and counting of blood cells 5 Sep 2019 · 1 repository
-
Light-Weight RetinaNet for Object Detection 24 May 2019 · 1 repository · arXiv:1905.10011
-
You Only Look Once: Unified, Real-Time Object Detection 8 Jun 2015 · 144 repositories · arXiv:1506.02640Syntology ran 80 of 148 samples · 68 unverified · 98 pointer-only (licence)
Tasks archive 2025-07-28
13 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
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
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections