ML論文まとめ

機械学習関連で読んだ論文をまとめています。

U-Net: Convolutional Networks for Biomedical Image Segmentation

論文 U-Net: Convolutional Networks for Biomedical Image Segmentation Paper: https://arxiv.org/abs/1505.04597 Submission Date: 2015.5 要旨 画像(特にバイオ系)のセグメンテーション問題において、大局的な意味(コンテクスト)と正確な位置を捉え…

High-level Semantic Feature Detection: A New Perspective for Pedestrian Detection

論文 High-level Semantic Feature Detection: A New Perspective for Pedestrian Detection*1 Paper: https://arxiv.org/abs/1904.02948 Code: https://github.com/liuwei16/CSP Submission Date: 2019.4 要旨 CenterとScaleのみを予測することで、Pedestri…

Deep Learning for Generic Object Detection: A Survey

論文 Deep Learning for Generic Object Detection: A Survey Paper: https://arxiv.org/abs/1809.02165 Submission Date: 2018.9 要旨 DeepLearningを用いた一般物体認識(Generic Object Detection)のサーベイ論文 一般物体認識に初めてCNNを用いたRCNNか…

Deep Residual Learning for Image Recognition

論文 Deep Residual Learning for Image Recognition Paper: https://arxiv.org/abs/1512.03385 Submission Date: 2015.12 要旨 CNNにおいて深い層で発生しうる勾配消失を防ぐアーキテクチャ(Residual Block)を提案した(提案されたネットワークをResNetと…

Simple Baselines for Human Pose Estimation and Tracking

論文 Simple Baselines for Human Pose Estimation and Tracking Paper: https://arxiv.org/abs/1804.06208 Code: https://github.com/Microsoft/human-pose-estimation.pytorch Submission Date: 2018.4 要旨 シンプルで、Pose EstimationとPose Trackingの…

Deep High-Resolution Representation Learning for Human Pose Estimation

論文 Deep High-Resolution Representation Learning for Human Pose Estimation Paper: https://arxiv.org/abs/1902.09212 Code: https://github.com/leoxiaobin/deep-high-resolution-net.pytorch Submission Date: 2019.2 要旨 single-person pose estima…