Sep 18, 2017 · StairNet significantly improves the weakness of SSD and outperforms the other state-of-the-art one-stage detectors.

One-stage object detectors such as SSD or YOLO al- ready have shown promising accuracy with small memory footprint and fast speed.

Our final model StairNet detector unifies the multi-scale representations and semantic distribution effectively. Experiments on PASCAL VOC 2007 and PASCAL VOC ...

Oct 11, 2020 · StairNet outperforms all the current one-stage methods in 30fps. Authors emphasized that Pytorch implementation runs slower and shows lower ...

Our final model StairNet detector unifies the multi-scale representations and semantic distribution effectively. Experiments on PASCAL VOC 2007 and PASCAL VOC ...

In this section, we compare the proposed method with several baselines and recent models including Faster-RCNN (Faster Region-based Convolutional Neural Network) ...

Gated Bidirectional Feature Pyramid Network for Accurate One-shot Detection · StairNet: Top-Down Semantic Aggregation for Accurate One Shot Detection.

StairNet: Top-Down Semantic Aggregation for Accurate One Shot Detection · Sanghyun Woo, Soonmin Hwang, In So Kweon. IEEE Winter Conference on Applications of ...

StairNet: Top-Down Semantic Aggregation for Accurate One Shot Detection · no code implementations • 18 Sep 2017 • Sanghyun Woo, Soonmin Hwang, In So Kweon. One ...

Sep 18, 2024 · StairNet: Top-Down Semantic Aggregation for Accurate One Shot Detection. WACV 2018: 1093-1102; 2017. [i1]. view. electronic edition @ arxiv.org ...