Filter-Wise Pruning Approach to FPGA Implementation of Fully Convolutional Network for Semantic Segmentation. - Masayuki Shimoda; Youki Sada; Hiroki Nakahara (ARC, 2019)

Real-Time Multi-Pedestrian Detection in Surveillance Camera using FPGA. - Akira Jinguji; Youki Sada; Hiroki Nakahara (FPL, 2019)

FPGA-Based Training Accelerator Utilizing Sparseness of Convolutional Neural Network. - Hiroki Nakahara; Youki Sada; Masayuki Shimoda; Kouki Sayama; Akira Jinguji; Shimpei Sato (FPL, 2019)

An FPGA Implementation of Real-Time Object Detection with a Thermal Camera. - Masayuki Shimoda; Youki Sada; Ryosuke Kuramochi; Hiroki Nakahara (FPL, 2019)

A Dataflow Pipelining Architecture for Tile Segmentation with a Sparse MobileNet on an FPGA. - Youki Sada; Masayuki Shimoda; Akira Jinguji; Hiroki Nakahara (FPT, 2019)

Many Universal Convolution Cores for Ensemble Sparse Convolutional Neural Networks. - Ryosuke Kuramochi; Youki Sada; Masayuki Shimoda; Shimpei Sato; Hiroki Nakahara (MCSoC, 2019)

FPGA-based Accurate Pedestrian Detection with Thermal Camera for Surveillance System. - Ryosuke Kuramochi; Masayuki Shimoda; Youki Sada; Shimpei Sato; Hiroki Nakahara (ReConFig, 2019)

Fast Monocular Depth Estimation on an FPGA. - Youki Sada; Naoto Soga; Masayuki Shimoda; Akira Jinguji; Shimpei Sato; Hiroki Nakahara (IPDPS Workshops, 2020)

SENTEI: Filter-Wise Pruning with Distillation towards Efficient Sparse Convolutional Neural Network Accelerators. - Masayuki Shimoda; Youki Sada; Ryosuke Kuramochi; Shimpei Sato; Hiroki Nakahara (IEICE Trans. Inf. Syst., 2020)

FPGA-Based Inter-layer Pipelined Accelerators for Filter-Wise Weight-Balanced Sparse Fully Convolutional Networks with Overlapped Tiling. - Masayuki Shimoda; Youki Sada; Hiroki Nakahara (J. Signal Process. Syst., 2021)

RegionDrop: Fast Human Pose Estimation Using Annotation-Aware Spatial Sparsity. - Youki Sada; Seiya Shibata; Yuki Kobayashi; Takashi Takenaka (ICANN (4), 2022)

Work-in-Progress: Temporal RegionDrop - Frame Difference Sparsity for Efficient Video Inference. - Youki Sada; Seiya Shibata; Yuki Kobayashi; Takashi Takenaka (CASES, 2024)