---
title: "ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance…"
description: "31 papers in the tracked journals link to the Zenodo dataset ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation in their Crossref records, the first in 2022; most of them (19) in 2025."
url: https://scholar4ai.com/code/zenodo-3908559
markdown_url: https://scholar4ai.com/code/zenodo-3908559.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "31 papers in the tracked journals link to the Zenodo dataset ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation in their Crossref records, the first in 2022; most of them (19) in 2025. (as of 2026-11-03)"
data_url: https://scholar4ai.com/data/rankings.json
updated: 2026-11-03T14:43:26+09:00
window: 2026-10-05 to 2026-11-03
source: OpenAlex (CC0)
---

# ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation: papers linking to it

Research papers in the 480 tracked journals that link to ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation (https://doi.org/10.5281/zenodo.3908559), read from their Crossref records: by year, category and journal, the family tree of papers building on one another, and the linked repositories derived from it or that it derives from.

- Zenodo
- Software
- 2022
- archives github.com/ultralytics/yolov5
- https://doi.org/10.5281/zenodo.3908559

All repositories: https://scholar4ai.com/code.md

## Key findings

- 31 papers in the tracked journals link to the Zenodo dataset ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation in their Crossref records, the first in 2022; most of them (19) in 2025.
- By category: AI (30) and Operations Research (1); the journals with the most are Expert Systems with Applications (10), Applied Intelligence (5) and Neural Networks (3).
- It is a Zenodo archive of ultralytics/yolov5, which other papers here link to as well.

## By year

*Papers linking to ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation by publication year*

| Year | Papers |
|---|---:|
| 2022 | 1 |
| 2023 | 2 |
| 2024 | 2 |
| 2025 | 19 |
| 2026 | 7 |

## Journals

*Journals whose papers link to ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation most*

| Journal | Papers |
|---|---:|
| [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | 10 |
| [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | 5 |
| [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | 3 |
| [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | 3 |
| [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | 2 |

## Related repositories

*Linked repositories ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation derives from or that derive from it*

| Repository | Relation | Papers |
|---|---|---:|
| [ultralytics/yolov5](https://scholar4ai.com/code/github-ultralytics-yolov5.md) | ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation is its Zenodo archive | 110 |

## Papers

*Papers linking to ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation, most cited first*

| Published | Title | Journal | Authors | Citations | Link |
|---|---|---|---|---:|---|
| 2023-11-07 | [DO-SLAM: research and application of semantic SLAM system towards dynamic environments based on object detection](https://doi.org/10.1007/s10489-023-05070-w) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Yaoguang Wei, Bingqian Zhou, Yunhong Duan et al. | 36 | cites it |
| 2025-07-03 | [YOLO-MSD: a robust industrial surface defect detection model via multi-scale feature fusion](https://doi.org/10.1007/s10489-025-06739-0) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Yifei Ge, Zhuo Li, Lin Meng | 19 | cites it |
| 2024-11-07 | [PFEI-Net: A profound feature exploration and interaction network for ceramic substrate surface defect detection](https://doi.org/10.1016/j.eswa.2024.125741) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Y G He, Chunming Cai, Gui Chen et al. | 13 | cites it |
| 2022-09-19 | [CDFF: a fast and highly accurate method for recognizing traffic signs](https://doi.org/10.1007/s00521-022-07782-5) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Lanmei Wang, Wang Lizhe, Lizhe Wang et al. | 12 | cites it |
| 2025-03-29 | [Adaptive shape imitation and selective semantic guidance for industrial surface defect detection](https://doi.org/10.1016/j.eswa.2025.127334) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Xiao Liang, Y Y Li, Xuewei Wang et al. | 9 | cites it |
| 2023-12-15 | [Bi-AFN++CA: Bi-directional adaptive fusion network combining context augmentation for small object detection](https://doi.org/10.1007/s10489-023-05216-w) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Hongying Zhang, Enyao Chen | 7 | cites it |
| 2025-04-01 | [A Multi-scale Feature Fusion Network Focusing on Small Objects in UAV-View](https://doi.org/10.1007/s12559-025-10445-x) | [Cognitive Computation](https://scholar4ai.com/journals/cognitive-computation.md) | Jiantao Li, Cui Yu, Wenhui Wei et al. | 7 | cites it |
| 2025-06-02 | [A lightweight detector for small targets using forward-looking sonar in underwater search scenarios](https://doi.org/10.1016/j.eswa.2025.128373) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Jie Li, Wenpei Jiao, Jianlei Zhang et al. | 7 | cites it |
| 2025-12-12 | [A real-time surface defect detection model based on adaptive feature information selection and fusion](https://doi.org/10.1016/j.inffus.2025.104041) | [Information Fusion](https://scholar4ai.com/journals/information-fusion.md) | Li‐Juan Liu, Shao-Qi Sun, Hamid Reza Karimi | 7 | cites it |
| 2024-11-13 | [Learning to Detect Novel Species with SAM in the Wild](https://doi.org/10.1007/s11263-024-02234-0) | [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | Garvita Allabadi, Ana Lucic, Yu-Xiong Wang et al. | 6 | cites it |
| 2025-07-05 | [Dual-level aggregation network for video-based visible-infrared group re-identification](https://doi.org/10.1016/j.patcog.2025.112079) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Jianghao Xiong, Xiaohua Xie, Jianhuang Lai | 6 | cites it |
| 2025-12-21 | [Advancing traffic object detection in complex environments: a deep learning object detection approach with vehicle-mounted UAV data for traffic scene perception](https://doi.org/10.1007/s10115-025-02621-0) | [Knowledge and Information Systems](https://scholar4ai.com/journals/knowledge-and-information-systems.md) | Yang Liu, Hongyu Sun, Weiqin Li et al. | 5 | cites it |
| 2025-05-24 | [Local Concept Embeddings for Analysis of Concept Distributions in Vision DNN Feature Spaces](https://doi.org/10.1007/s11263-025-02446-y) | [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | Georgii Mikriukov, Gesina Schwalbe, Korinna Bade | 4 | cites it |
| 2025-10-04 | [CEVG-RTNet: A real-time architecture for robust forest fire smoke detection in complex environments](https://doi.org/10.1016/j.neunet.2025.108187) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Jun Wang, Chunman Yan | 4 | cites it |
| 2025-12-31 | [Multispectral remote sensing object detection via selective cross-modal interaction and aggregation](https://doi.org/10.1016/j.neunet.2025.108533) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Minghao Cui, Jing Nie, Hanqing Sun et al. | 4 | cites it |
| 2025-01-29 | [Improving vehicle detection accuracy in complex traffic scenes through context attention and multi-scale feature fusion module](https://doi.org/10.1007/s10489-024-06146-x) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Wenbo Liu, Binglin Zhao, Yuxin Zhu et al. | 3 | cites it |
| 2025-11-03 | [KSCNet: Exploring KAN and state space model collaboration network for small object detection from UAV imagery](https://doi.org/10.1016/j.eswa.2025.130240) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Yi Li, Huiying Xu, Yiming Sun et al. | 3 | cites it |
| 2026-04-10 | [EDA-Net: Efficient deformable attention network for aero-engine damage detection and recognition](https://doi.org/10.1016/j.eswa.2026.132398) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Jujian Lv, Zhiqian Wang, 郭瑞银 et al. | 3 | cites it |
| 2025-04-19 | [Enhancing road safety with DL vision: Do driver distraction alerts hold the key?](https://doi.org/10.1007/s00521-025-11075-y) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Luqman Ali, Muhammed Swavaf, Fady  S.K. Alnajjar et al. | 2 | cites it |
| 2025-07-15 | [TA-EnVODT: A cloud-edge integrated temporal-aware ensemble for real-time video object detection and tracking using knowledge projection](https://doi.org/10.1016/j.knosys.2025.114067) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | S K Sudha, S. Aji | 2 | cites it |
| 2025-08-08 | [MA-Neck: Mutual attention-based feature enhancement for lightweight object detection](https://doi.org/10.1016/j.patcog.2025.112254) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Dongxu Cheng, Hao Li, Zifang Zhou et al. | 2 | cites it |
| 2025-06-24 | [CurlObserver: A framework for curling trajectory detection and real-world mapping from broadcast videos with uncalibrated dynamic perspectives](https://doi.org/10.1016/j.eswa.2025.128745) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Yanan Guo, Jing Jin, Hongyang Zhao et al. | 1 | cites it |
| 2025-12-14 | [NASSFG: Neural architecture search with saliency feature guidance for medical image object detection](https://doi.org/10.1016/j.eswa.2025.130802) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Liang Wang, Guocheng Ma, Yongjie Ma et al. | 1 | cites it |
| 2026-04-13 | [An integrated deep learning framework for effective management of surgical instruments tables based on videos](https://doi.org/10.1007/s10729-026-09761-x) | [Health Care Management Science](https://scholar4ai.com/journals/health-care-management-science.md) | Yong Ma, Tao Tao, Xuying Ma et al. | 1 | cites it |
| 2026-06-25 | [DQEF-Net: A dynamic quad-scale enhancement and fusion network for real-time drone detection](https://doi.org/10.1016/j.eswa.2026.133389) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Qian Wan, Li Feng, Zhiwen Xiao et al. | 1 | cites it |
| 2025-02-04 | [MVSRF: Point cloud semantic segmentation and optimization method for granular construction objects](https://doi.org/10.1007/s10489-025-06326-3) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Lunhui Zhang, Guangjun Liu, Jiaqi Lu et al. | 0 | cites it |
| 2025-10-31 | [SPHEREA: Synthetic dataset generation for equirectangular panoramas of home environments](https://doi.org/10.1016/j.knosys.2025.114751) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Katarzyna Filus, Sebastian Pokuciński | 0 | cites it |
| 2026-04-30 | [Adaptive frequency modulated transformer for industrial surface defect detection](https://doi.org/10.1016/j.eswa.2026.132502) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Lei Zhang, Xiaoqian Zhang, Zejun Huang et al. | 0 | cites it |
| 2026-06-20 | [ES-DETR: Real-time detection transformer with encover and soft-dropout](https://doi.org/10.1016/j.neunet.2026.109281) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Yiqing He, Zefeng Zheng, Zhuowei Wang et al. | 0 | cites it |
| 2026-06-27 | [SAR image ship detection network based on quasi-gaussian convolution and pooling-gated mechanism](https://doi.org/10.1016/j.eswa.2026.133446) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Xuanran Peng, Chunman Yan | 0 | cites it |
| 2026-07-30 | [Multi-graph Cross Diffusion Attention Network for Alignment-free RGBT Video Object Detection](https://doi.org/10.1007/s11263-026-02975-0) | [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | Qishun Wang, Zhengzheng Tu, Bo Jiang et al. | 0 | cites it |

## How this is measured

Links are read from each paper's Crossref record as its publisher deposited it: the URLs and repository DOIs in its reference list (the software and data it cites) and its supplementary links (“is-supplemented-by”: its own code or data). A paper that gives its code only in the text, a footnote or a data availability statement is not counted, and some publishers deposit reference lists without their URLs, so every count here is a lower bound. Repository details come from the GitHub REST API (stars, forks, and the repository a fork was made from), the Hugging Face Hub API (likes, downloads, and the base model a model was derived from) and DataCite (Zenodo and other data DOIs, and the GitHub release a Zenodo record archives), read again every month.

## Cite this page

Scholar4AI. (2026). ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation: papers linking to it. Journal and Conference Research Rankings. Retrieved November 3, 2026, from https://scholar4ai.com/code/zenodo-3908559

```bibtex
@misc{scholar4ai-code-zenodo-3908559,
  author = {{Scholar4AI}},
  title = {ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation: papers linking to it},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/code/zenodo-3908559}},
  urldate = {2026-11-03},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).