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December 2020

deep learning

paper review: Generalized Intersection over Union

arxiv link: https://arxiv.org/abs/1902.09630 key points using l1/l2 norm losses may not always align with the objective of improving IOU IOU is a good metric but they cannot be directly used as loss because it cannot backpropagate when there is no overlap at all GIOU is a modified IOU formula that Read more…

By chadrick_author, 2 years2 years ago
deep learning

paper review: End-to-End Detection with Transformers (a.k.a DETR)

arxiv link key points introduces transformer into the domain of object detection compared to existing approaches, no need for anchor priors and post processing such as NMS to handle with multiple box predictions matching to single gt. this is possible thanks to matching stage matching stage the transformer will make Read more…

By chadrick_author, 2 years2 years ago

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