Sitemap
A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.
Pages
Posts
Future Blog Post
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Blog Post number 4
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Blog Post number 1
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portfolio
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publications
Cell Image Segmentation by Pix2pix Using Multiple Different Discriminators
Published in IEEE ISBI 2019, 2019
Cell segmentation using Pix2pix with multiple discriminators.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2019). "Cell Image Segmentation by Pix2pix Using Multiple Different Discriminators." IEEE ISBI 2019. (Poster)
Automatic Image Preprocessing Method Using Deep Learning
Published in Resonance Bio International Symposium 2019, 2019
Automatic image preprocessing using deep learning.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2019). "Automatic Image Preprocessing Method Using Deep Learning." Resonance Bio International Symposium 2019. (Poster)
Image Translation for Cell Image Segmentation Using Deep Learning
Published in International Conference on Systems Biology 2019, 2019
Cell image segmentation using deep learning-based image translation.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2019). "Image Translation for Cell Image Segmentation Using Deep Learning." International Conference on Systems Biology 2019. (Poster)
Cell Segmentation by Image-to-Image Translation using Multiple Different Discriminators
Published in BIOSIGNALS 2020, 2020
Cell segmentation using image-to-image translation with multiple discriminators.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2020). "Cell Segmentation by Image-to-Image Translation using Multiple Different Discriminators." BIOSIGNALS 2020. pp.330-335. (Oral)
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Pitching Classification and Habit Detection by V-Net
Published in VISAPP 2020, 2020
Pitching classification and habit detection using V-Net.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2020). "Pitching Classification and Habit Detection by V-Net." VISAPP 2020. pp.615-621. (Poster)
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距離学習を用いたCT画像からのCOVID-19の識別
Published in MEDICAL IMAGING TECHNOLOGY, 2021
距離学習を用いたCT画像によるCOVID-19識別手法.
Recommended citation: 加藤 聡太, 堀田 一弘. (2021). "距離学習を用いたCT画像からのCOVID-19の識別." MEDICAL IMAGING TECHNOLOGY, 39(1), 20-26.
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Contrastive Learningを用いた肺野CT画像から COVID-19の自動判定
Published in MI研究会, 2021
クラス確率行列の最適化による多クラスセマンティックセグメンテーションの精度向上
Published in JSAI2021, 2021
クラス不均衡データセットに対するMSE Lossに基づいた学習法の提案
Published in MIRU2021, 2021
Automatic Preprocessing and Ensemble Learning for Cell Segmentation with Low Quality
Published in IEEE SMC 2021, 2021
Cell segmentation using preprocessing and ensemble learning.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2021). "Automatic Preprocessing and Ensemble Learning for Cell Segmentation with Low Quality." IEEE SMC 2021. pp.1828-1833. (Oral)
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Classification and visual explanation for COVID-19 pneumonia from CT images using triple learning
Published in Scientific Reports, 2022
Classification and explainability of COVID-19 pneumonia using CT images and triple learning.
Recommended citation: Kato, S., Oda, M., Mori, K., Shimizu, A., Otake, Y., Hashimoto, M., Akashi, T., Hotta, K. (2022). "Classification and visual explanation for COVID-19 pneumonia from CT images using triple learning." Scientific Reports, 12(1), 1-13. (Impact factor: 4.996)
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Lite-HRNet Plusを用いた高速・高精度な顔ランドマーク検出
Published in MIRU2022, 2022
Expanded tube attention module を用いたtubular structure segmentation
Published in JAMIT2022, 2022
Adaptive t-vMF Dice lossを用いたMulit-class Medical Image Segmentationの精度改善
Published in MIRU2022, 2022
Earth Mover’s Distanceを用いた深層学習の学習過程の解析
Published in IBIS2022, 2022
Adaptive t-vMF Dice Loss: An Effective Expansion of Dice Loss for Medical Image Segmentation
Published in Computers in Biology and Medicine, 2023
An extended Dice loss function for improved medical image segmentation.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2023). "Adaptive t-vMF Dice Loss: An Effective Expansion of Dice Loss for Medical Image Segmentation." Computers in Biology and Medicine, 107695. (Impact factor: 7.7)
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Expanded Tube Attention for Tubular Structure Segmentation
Published in International Journal of Computer Assisted Radiology and Surgery, 2023
A novel attention mechanism for tubular structure segmentation.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2023). "Expanded Tube Attention for Tubular Structure Segmentation." International Journal of Computer Assisted Radiology and Surgery. (Impact factor: 3.0)
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Semantic Segmentation by Semi-Supervised Learning Using Time Series Constraint
Published in VISAPP 2023, 2023
Semi-supervised segmentation using time series constraints.
Recommended citation: Takahiro Mano, Sota Kato, Kazuhiro Hotta. (2023). "Semantic Segmentation by Semi-Supervised Learning Using Time Series Constraint." VISAPP 2023. pp.708-714. (Poster)
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Improvement of Vision Transformer Using Word Patches
Published in VISAPP 2023, 2023
Improving vision transformers using word patches.
Recommended citation: Ayato Takama, Sota Kato, Satoshi Kamiya, Kazuhiro Hotta. (2023). "Improvement of Vision Transformer Using Word Patches." VISAPP 2023. pp.731-736. (Poster)
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事前学習済みモデルを用いた細胞画像に対する One-shot/Semi-supervised Semantic Segmentation
Published in PRMU, 2023
One-shot and Partially-Supervised Cell Image Segmentation Using Small Visual Prompt
Published in CVPR 2023 Workshop (CVMI), 2023
One-shot and partially supervised segmentation using visual prompts.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2023). "One-shot and Partially-Supervised Cell Image Segmentation Using Small Visual Prompt." CVPR 2023 Workshop (CVMI). pp.4294-4303. (Oral)
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不正解クラスの交差エントロピー最大化を用いたLong-tailed Classification
Published in SSII2023, 2023
クラス不均衡な画像分類に対するLarge Marginに基づいた新たな損失関数の提案
Published in MIRU2023, 2023
Enlarged Large Margin Loss For Imbalanced Classification
Published in IEEE SMC 2023, 2023
A large margin loss method for imbalanced classification.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2023). "Enlarged Large Margin Loss For Imbalanced Classification." IEEE SMC 2023. pp.1696-1701. (Oral)
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LITE-HRNET PLUS: FAST AND ACCURATE FACIAL LANDMARK DETECTION
Published in IEEE ICIP 2023, 2023
Fast and accurate facial landmark detection using LITE-HRNET PLUS.
Recommended citation: Sota Kato, Kazuhiro Hotta, Yuhki Hatakeyama, Yoshinori Konishi. (2023). "LITE-HRNET PLUS: FAST AND ACCURATE FACIAL LANDMARK DETECTION." IEEE ICIP 2023. pp.1500-1504. (Poster)
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Automatic enhancement preprocessing for segmentation of low quality cell images
Published in Scientific Reports, 2024
Segmentation of low-quality cell images with automatic enhancement preprocessing.
Recommended citation: Sota Kato, Kazuhiro Hotta. (2024). "Automatic enhancement preprocessing for segmentation of low quality cell images." Scientific Reports, 14, 3619. (Impact factor: 4.997)
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深層学習を用いた偏りのあるデータに対して頑健な学習手法に関する研究
Published in CVIM 238, 2024
Recommended citation: 加藤 聡太, 堀田 一弘. (2024). "深層学習を用いた偏りのあるデータに対して頑健な学習手法に関する研究." CVIM.
Generalized SAMを用いた可変な入力画素数に対するSAMの追加学習
Published in MIRU2024, 2024
Recommended citation: 加藤 聡太, 堀田 一弘. (2024). "Generalized SAMを用いた可変な入力画素数に対するSAMの追加学習." MIRU2024.
Generalized SAM: Efficient Fine-Tuning of SAM for Variable Input Image Sizes
Published in ECCV 2024 Workshop (CADL), 2024
Efficient fine-tuning of SAM for variable input image sizes.
Recommended citation: Sota Kato, Hinako Mitsuoka, Kazuhiro Hotta. (2024). "Generalized SAM: Efficient Fine-Tuning of SAM for Variable Input Image Sizes." ECCV 2024 Workshop (CADL). (Oral)
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talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
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