paper-with-me

FSC147

홈페이지 · 논문 58편

We introduce a dataset of 147 object categories containing over 6000 images that are suitable for the few-shot counting task. We collected and annotated images ourselves. Our dataset consists of 6135 images across a di- verse set of 147 object categories, from kitchen utensils and office stationery to vehicles and animals. The object count in our dataset varies widely, from 7 to 3731 objects, with an average count of 56 objects per image. In each image, each object instance is annotated with a dot at its approxi- mate center. In addition, three object instances are selected randomly as exemplar instances; these exemplars are also annotated with axis-aligned bounding boxes.

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벤치마크

Object Counting on FSC147 결과 20개
Exemplar-Free Counting on FSC147 결과 9개
Few-shot Object Counting and Detection on FSC147 결과 4개
Training-free Object Counting on FSC147 결과 2개