Oxford-IIIT Pet Dataset
ImagesCC BY-SA 4.0Introduced 2022-06-19
The Oxford-IIIT Pet Dataset has 37 categories with roughly 200 images for each class. The images have a large variations in scale, pose and lighting. All images have an associated ground truth annotation of breed, head ROI, and pixel level trimap segmentation.
Also available on Academic torrent, Link is here
Source: https://www.robots.ox.ac.uk/~vgg/data/pets/ Image Source: https://www.robots.ox.ac.uk/~vgg/data/pets/
Benchmarks
AutoML/Accuracy (%)AutoML/FLOPSAutoML/PARAMSFine-Grained Image Classification/AccuracyFine-Grained Image Classification/Top-1 Error RateFine-Grained Image Classification/FLOPSFine-Grained Image Classification/PARAMSImage Classification/AccuracyImage Classification/PARAMSImage Classification/FLOPSImage Classification/Top-1 Error RateImage Compression/Bit rateNeural Architecture Search/Accuracy (%)Neural Architecture Search/FLOPSNeural Architecture Search/PARAMSPrompt Engineering/Harmonic mean