Search Results for author: Yosuke Shinya

Found 5 papers, 3 papers with code

BandRe: Rethinking Band-Pass Filters for Scale-Wise Object Detection Evaluation

1 code implementation21 Jul 2023 Yosuke Shinya

Scale-wise evaluation of object detectors is important for real-world applications.

Ranked #2 on Small Object Detection on SOD4SB Public Test (using extra training data)

object-detection Small Object Detection

MVA2023 Small Object Detection Challenge for Spotting Birds: Dataset, Methods, and Results

1 code implementation18 Jul 2023 Yuki Kondo, Norimichi Ukita, Takayuki Yamaguchi, Hao-Yu Hou, Mu-Yi Shen, Chia-Chi Hsu, En-Ming Huang, Yu-Chen Huang, Yu-Cheng Xia, Chien-Yao Wang, Chun-Yi Lee, Da Huo, Marc A. Kastner, TingWei Liu, Yasutomo Kawanishi, Takatsugu Hirayama, Takahiro Komamizu, Ichiro Ide, Yosuke Shinya, Xinyao Liu, Guang Liang, Syusuke Yasui

Small Object Detection (SOD) is an important machine vision topic because (i) a variety of real-world applications require object detection for distant objects and (ii) SOD is a challenging task due to the noisy, blurred, and less-informative image appearances of small objects.

Ranked #2 on Small Object Detection on SOD4SB Public Test (using extra training data)

Object object-detection +1

USB: Universal-Scale Object Detection Benchmark

1 code implementation25 Mar 2021 Yosuke Shinya

To enable fair comparison and inclusive research, we propose training and evaluation protocols.

 Ranked #1 on Object Detection on Waymo 2D detection all_ns f0val (using extra training data)

Object object-detection +1

Domain Adaptation Regularization for Spectral Pruning

no code implementations26 Dec 2019 Laurent Dillard, Yosuke Shinya, Taiji Suzuki

We also show that our method outperforms an existing compression method studied in the DA setting by a large margin for high compression rates.

Domain Adaptation Model Compression

Understanding the Effects of Pre-Training for Object Detectors via Eigenspectrum

no code implementations9 Sep 2019 Yosuke Shinya, Edgar Simo-Serra, Taiji Suzuki

Furthermore, we propose a method for automatically determining the widths (the numbers of channels) of object detectors based on the eigenspectrum.

Image Classification Object +2

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