Science Score: 67.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
✓DOI references
Found 1 DOI reference(s) in README -
✓Academic publication links
Links to: zenodo.org -
○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (4.6%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: katrinmisel
- Default Branch: main
- Size: 435 KB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 1
Metadata Files
README.md
HIRAC-dataset
This dataset is a combination of multiple open source datasets from Roboflow: - https://universe.roboflow.com/vision-gxbqw/tazas-y-vasos - https://universe.roboflow.com/shehab-emad-n2q9i/keysdetection/dataset/2 - https://universe.roboflow.com/sergey-menshikov/pen-suawu - https://universe.roboflow.com/pen-rgrwx/pen-ufs - https://universe.roboflow.com/dwi/pen-ctcrc - https://universe.roboflow.com/taitora8002-yahoo-co-jp/yolo_pen/dataset/1
The data was used to train YOLOv5n to detect cups, glasses, pens and keys. Some of the bounding boxes were modified to fit tighter around each object.
Results after 40 epochs of training: | Image size | Precision | Recall | mAP* all | mAP* keys | mAP* pen | mAP* cup | mAP* glass | FPS** | | ------------- | ------------- | ------------- | ------------- | ------------- | ------------- | ------------- | ------------- | ------------- | | 640x640 | 0.954 | 0.954 | 0.775 | 0.782 | 0.666 | 0.825 | 0.83 | 487.8 |
*mAP50-95
** 1000 / (preprocess + inference + postprocess speed in ms)
Owner
- Name: Katrin-Misel Ponomarjova
- Login: katrinmisel
- Kind: user
- Location: France
- Website: https://medium.com/@katrinmisel
- Twitter: katrinmisel
- Repositories: 5
- Profile: https://github.com/katrinmisel
Citation (CITATION.cff)
message: "If you use this dataset, please cite it as below." authors: - family-names: Katrin-Misel given-names: Ponomarjova title: HIRAC dataset version: 1.0 date-released: 2023-10-14