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roboflow-100-benchmark
Code for replicating Roboflow 100 benchmark results and programmatically downloading benchmark datasets
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roboflow-100-benchmark reviews and mentions
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Roboflow 100: A New Object Detection Benchmark
Thanks for sharing @jonbaer! Iām one of the co-founders of Roboflow. Some additional resources and context:
* Blog Post: https://blog.roboflow.com/roboflow-100/
* Paper: https://arxiv.org/abs/2211.13523
* Github: https://github.com/roboflow-ai/roboflow-100-benchmark
At Roboflow, we've seen users fine-tune hundreds of thousands of computer vision models on custom datasets.
We observed that there's a huge disconnect between the types of tasks people are actually trying to perform in the wild and the types of datasets researchers are benchmarking their models on.
Datasets like MS COCO (with hundreds of thousands of images of common objects) are often used in research to compare models' performance, but then those models are used to find galaxies, look at microscope images, or detect manufacturing defects in the wild (often trained on small datasets containing only a few hundred examples). This leads to big discrepancies in models' stated and real-world performance.
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roboflow-ai/roboflow-100-benchmark is an open source project licensed under MIT License which is an OSI approved license.
The primary programming language of roboflow-100-benchmark is Jupyter Notebook.
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