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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Computer Vision dataset analysis
| Date | Stars |
|---|---|
| 2026-07-31 | 312 |
| 2026-08-05 | 312 |
| 2026-08-06 | 312 |
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# DataGradients <div align="center"> <p align="center"> <a href="https://github.com/Deci-AI/super-gradients#prerequisites"><img src="https://img.shields.io/badge/python-3.7%20%7C%203.8%20%7C%203.9-blue" /></a> <a href="https://pypi.org/project/data-gradients/"><img src="https://img.shields.io/pypi/v/data-gradients" /></a> <a href="https://github.com/Deci-AI/data-gradients/releases"><img src="https://img.shields.io/github/v/release/Deci-AI/data-gradients" /></a> <a href="https://github.com/Deci-AI/data-gradients/blob/master/LICENSE.md"><img src="https://img.shields.io/badge/license-Apache%202.0-blue" /></a> </p> </div> DataGradients is an open-source python based library designed for **computer vision dataset analysis**. Extract **valuable insights** from your datasets and get **comprehensive reports effortlessly**. ### 🔍 Detect Common Data Issues - Corrupted data - Labeling errors - Underlying biases, and more. ### 💡 Extract Insights for Better Model Design - Informed decisions based on data characteristics. - Object size and location distributions. - High frequency details. ### 🎯 Reduce Guesswork for Hyperparameters - Define the correct NMS and filtering parameters. - Identify class distribution issues. - Calibrate metrics for your unique dataset. ## 🛠 Capabilities Non-exhaustive list of supported features. - **General Image Metrics**: Explore key attributes like resolution, color distribution, and average brightness. - **Class Overview**: Get a snapshot of class distributions, most frequent classes, and unlabelled images. - **Positional Heatmaps**: Visualize where objects tend to appear within your images. - **Bounding Box & Mask Details**: Delve into dimensions, area coverages, and resolutions of objects. - **Class Frequencies Deep Dive**: Dive deeper into class distributions, understanding anomalies and rare classes. - **Detailed Object Counts**: Examine the granularity of components per image, identifying patterns and outliers. - And **[many more](./documentation/feature_description.md)**! > 📘 **Deep Dive into Data Profiling** > Puzzled by some dataset challenges while using DataGradients? We've got you covered. > Enrich your understanding with this **[🎓free online course](https://deci.ai/course/profiling-computer-vision-datasets-overview/?utm_campaign[…]=DG-PDF-report&utm_medium=DG-repo&utm_content=DG-Report-to-course)**. Dive into dataset profiling, confront its complexities, and harness the full potential of DataGradients. <div align="center"> <a href="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/report_image_stats.png"><img src="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/report_image_stats.png" width="250px"></a> <a href="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/report_mask_sample.png"><img src="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/report_mask_sample.png" width="250px"></a> <a href="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/report_classes_distribution.png"><img src="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/report_classes_distribution.png" width="250px"></a> <p><em>Example of pages from the Report</em> </div> <div align="center"> <a href="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/SegmentationBoundingBoxArea.png"><img src="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/SegmentationBoundingBoxArea.png" width="375px"></a> <a href="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/SegmentationBoundingBoxResolution.png"><img src="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/SegmentationBoundingBoxResolution.png" width="375px"></a> <br /> <a href="https://github.com/Deci-AI/data-gradients/raw/master/documentation/assets/SegmentationClassFrequency.png"><img src="https://githu
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Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:8acb6616e5228a2a, desc:computer vision