Student Classroom Behavior dataset
Paper Name | Paper Link | Dataset Link | Trained weights Link | class |
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SCB-dataset 1 SCB-dataset: A Dataset for Detecting Student Classroom Behavior |
4k hand-raising paper | Baidu Netdisk dataset extraction code: ZDBG | Baidu Netdisk models extraction code: aq7v | hand-raising |
SCB-dataset 2 Student Classroom Behavior Detection based on Improved YOLOv7 |
4.2k hand-raising,reading,writing paper | Baidu Netdisk dataset extraction code: kjek google drive |
Baidu Netdisk models extraction code: epvk | hand-raising, reading, writing |
SCB-dataset 3: SCB-Dataset3: A Benchmark for Detecting Student Classroom Behavior | SCB-Dataset3 paper | Baidu Netdisk dataset extraction code: ckw9 SCB-Dataset3-S(jpg) Baidu Netdisk dataset extraction code:9ti4 google drive SCB-Dataset3-S(jpg) |
Baidu Netdisk dataset extraction code: sm7k | hand-raising, reading, writing, using phone, bowing the head, leaning over the table |
SCB-ST-Dataset4 Extending the Spatio-Temporal Behavior Dataset in Student Classroom Scenarios Through Image Dataset Method |
SCB-ST-Dataset4 paper | Using [yolo2ava] to generate | ... | hand-raising, reading, writing |
SCB-dataset 5 | We expect to release SCB5, a larger and more comprehensive dataset of teacher behavior, student behavior, and equipment detection, in early 2025. Please contact us if you would like to get advance data on the production process. | This is an online document of our SCB5 behavior definition and annotation rules: link | 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 | |
... | ... | ... | ... | ... |
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 |
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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.
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) |
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https://mbd.pub/o/bread/ZZiTl5lw | Baidu Netdisk dataset extraction code: fwie |
If you encounter any issues with the SCB Dataset or cooperation, please feel free to contact me via email at : [email protected]
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.
Register number | Full name of software | File link |
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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 |
model | Trained weights Link |
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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 |
... | ... |
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