1 SCB-dataset

Student Classroom Behavior dataset

Paper Name	Paper Link	Dataset Link	Trained weights Link	class
Student Classroom Behavior Detection based on Improved YOLOv7	Paper	Baidu Netdisk dataset extraction code: kjek	Baidu Netdisk models extraction code: epvk	hand-raising, reading, writing
SCB-dataset 5	Paper	Baidu Netdisk Dataset & Models extraction code：pur7 google drive	SCB5 is still undergoing updates, and we will update it again before mid-2025.	hand-raising, read, write, discuss, clapping, leaning on the Desk, yawn, Using the Phone, Using the Computer, talk, bow the head, turn the head, guide, answer, On-stage interaction, blackboard-writing, blackboard-writing, stand, teacher, Screen, Blackboard
...	...	...	...	...

2 Other Dataset

2.1 STBD-08

Thanks to the CBPH-Net https://github.com/icedle/CBPH-Net authors for their contributions, here is the download link for the CBPH-Net contribution dataset STBD-08:

Paper Name	Paper Link	Dataset Link
CBPH-Net: A Small Object Detector for Behavior Recognition in Classroom Scenarios	https://ieeexplore.ieee.org/document/10185142 or https://docs.qq.com/pdf/DWFpWbWhnaHpaRm9x	Baidu Netdisk dataset extraction code: 6tvu

However, when we cleaned the STBD-08, we found that there were still many problem data in the STBD-08, such as the non-standard bbox, and some class labeling errors.

2.2 A dataset of student classroom behavior from a paid website

This dataset is highly similar to STBD-08, mainly in that the images are highly similar and the quality of annotations is also poor

The original website	Resource link (including dataset)
https://mbd.pub/o/bread/ZZiTl5lw	Baidu Netdisk dataset extraction code: fwie

2.3 universe roboflow website

name	link
classroom Computer Vision Project 1.6k	link
Student Behaviour Detection Computer Vision Project 2.5k	link
Class Monitoring Computer Vision Project 2.7k	link
S.B.C Computer Vision Project 5.8k	link
Multi_all Computer Vision Project 5.8k	link
per Computer Vision Project 1.6k	link
...	...

2.4 BNU-Wu Student-Class-Behavior-Dataset

not open source

3 Contact

If you encounter any issues with the SCB Dataset or cooperation, please feel free to contact me via email at : [email protected]

4 Papers and Software copyright

4.1 Papers

29 October 2023, ICIG 2023 , Student Classroom Behavior Detection Based on YOLOv7+BRA and Multi-model Fusion

杨帆,詹泽慧.基于RT-DETR-ASF的学生科学探究实验行为检测研究[J].数字教育,2024,10(05):14-23.

4.2 Software copyright

Register number	Full name of software	File link
2023SR0518754	基于via的课堂学生行为数据标注与yolov7目标检测系统	Baidu Netdisk extraction code: fixx
2023SR0645718	基于via的课堂学生行为数据标注与yolov7目标检测与自动标注系统	Baidu Netdisk extraction code: ssda
2023SR1443796	基于改进的YOLO的学生课堂数据自动标注与目标检测系统	Baidu Netdisk extraction code: jluk

5 YOLO + CrowdHuman

model	Trained weights Link
YOLOv5 crowdhuman_vbody_yolov5m	Baidu Netdisk YOLOv5 crowdhuman_vbody_yolov5m extraction code: 5qcv google drive YOLOv5 crowdhuman_vbody_yolov5m
YOLOv7x	Baidu Netdisk YOLOv7x CrowdHuman extraction code: ewop google drive YOLOv7x CrowdHuman
YOLOv7	Baidu Netdisk YOLOv7 CrowdHuman extraction code: ll6n google drive YOLOv7 CrowdHuman
...	...

6 Commercial Use Restrictions

Please note that this project (including but not limited to code, datasets, model weights, etc.) is intended for academic research, personal learning, and non-commercial use only. Any commercial use (including but not limited to commercial software development, commercial data services, commercial product development, etc.) is strictly prohibited without the explicit written permission of the copyright holder. Any unauthorized commercial use will constitute an infringement of the copyright holder's rights, and the copyright holder reserves the right to pursue legal action. If you have a need for commercial use, please contact the copyright holder for authorization through the following means:

• Contact Email: [email protected] The copyright holder will decide whether to grant commercial use permissions based on the specific circumstances and may require the signing of a corresponding authorization agreement.

7 Copyright Statement

All content of this project, including but not limited to code, datasets, model weights, documents, etc., is protected by copyright. The copyright holder reserves all rights. Without authorization, no individual or organization is permitted to copy, distribute, modify, or otherwise use the content of this project unless explicitly granted permission by the copyright holder. Thank you for respecting and supporting the rights of the copyright holder.

Citation

Please cite the following paper if you use our dataset.

@article{yang2023scb,
  title={SCB-dataset: A dataset for detecting student classroom behavior},
  author={Yang, Fan},
  journal={arXiv preprint arXiv:2304.02488},
  year={2023}
}

Acknowledgements

For the development of this dataset, we would like to thank the following individuals, companies and universities for their support:

ELEMENT TECH（成都元素科技有限公司 https://www.elementech.net/）, SICHUAN UNIVERSITY OF SCIENCE AND TECHNOLOGY, Wang Wengang（四川科技职业技术学院 王文刚）, Urban Vocational College Of Sichuan, Li Jianlong（四川城市职业学院 李健龙）, Chengdu Neusoft University（成都东软学院）, Sichuan Normal University（四川师范大学）, Beijing Normal University（北京师范大学）

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