Publications

Publications are listed by category and sorted by year.

Journals & Conferences (Peer-Reviewed)

2026

Nanato Izumi, Toshinori Yamauchi, Hiroshi Kera, and Kazuhiko Kawamoto

SHAPIN-CLIP: Game-Theoretic Explanation of CLIP Image-Text Matching

Proceedings of International Symposium on Nonlinear Theory and Its Applications, 2026

Web page

Sai Ganesh Nagarajan, Toshinori Yamauchi, and Hiroshi Kera

Seeing Through Distractions: Stable Attribution via the Core

International Conference on Machine Learning (ICML) Workshop, OpenReview, 2026

Paper

Toshinori Yamauchi, Hiroshi Kera, Kazuhiko Kawamoto

Explaining Object Detectors via Collective Contribution of Pixels

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 17046-17056, 2026

Selected as Highlight

PaperCode

Toshinori Yamauchi, Hiroshi Kera, Kazuhiko Kawamoto

Zero-Shot Textual Explanations via Translating Decision-Critical Features

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Findings, pp. 3282-3292, 2026

PaperCode

Yuhei Senuma, Toshinori Yamauchi, Tomoyuki Okuda, Hideaki Sasazawa, and Yasutaka Toyoda

LLM-powered fab operation assistant for CD-SEM recipe creation

Metrology, Inspection, and Process Control XL, Proceedings of SPIE, Vol. 13981, 139814N, 2026

Paper

Toshinori Yamauchi

Spatial Sensitive Grad-CAM++: Towards High-Quality Visual Explanations for Object Detectors via Weighted Combination of Gradient Maps

Computer Vision and Image Understanding (CVIU), vol. 264, pp. 104658, 2026

Paper

2025

Toshinori Yamauchi

Spatial Sensitive Grad-CAM: Toward Instance-Specific Explanations for Object Detectors by Incorporating Spatial Sensitivity

IEEE Access, vol. 13, pp. 202086-202102, 2025

Paper

2024

Tomoyuki Okuda, Toshinori Yamauchi, San Kang, Yoongyu Park, Kiwoong Lee, Ilyong Lee, Hyewon Park, Gwangseob Lim, Youjoung Jun, Yoonyoung Jun, Gyeongyun Shin

High throughput CD-SEM metrology using image denoising based on deep learning

Metrology, Inspection, and Process Control XXXVIII, Proceedings of SPIE, Vol. 12955, 129551Z, 2024

Paper

Toshinori Yamauchi

Spatial Sensitive Grad-CAM++: Improved Visual Explanation for Object Detectors via Weighted Combination of Gradient Map

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 8164-8168, 2024

OralSelected as Spotlight Award

Paper

2023

Toshinori Yamauchi, Kentaro Ohira, Takefumi Kakinuma

Positive/Negative Decision via Outlier Detection Toward Automatic Performance Evaluation for Defect Detector

IEEE Transactions on Semiconductor Manufacturing, vol. 36, pp. 527-536, 2023

Paper

2022

Toshinori Yamauchi, Kentaro Ohira, Takefumi Kakinuma

Positive/Negative Decision via Outlier Detection Toward Automatic Performance Evaluation for Defect Detector

International Symposium on Semiconductor Manufacturing (ISSM), 2022

OralBest Paper Award

Paper

Toshinori Yamauchi, Masayoshi Ishikawa

Spatial Sensitive GRAD-CAM: Visual Explanations for Object Detection by Incorporating Spatial Sensitivity

IEEE International Conference on Image Processing (ICIP), pp. 256-260, 2022

Oral

Paper

Preprints

2026

Toshinori Yamauchi, Hiroshi Kera, Kazuhiko Kawamoto

Zero-Shot Faithful Textual Explanations via Directional-Derivative Influence on Predictions

arXiv:2605.16877, 2026

Paper

2025

Toshinori Yamauchi, Hiroshi Kera, Kazuhiko Kawamoto

Explaining Object Detectors via Collective Contribution of Pixels

arXiv:2412.00666, 2025

Paper

Toshinori Yamauchi, Hiroshi Kera, Kazuhiko Kawamoto

Zero-Shot Textual Explanations via Translating Decision-Critical Features

arXiv:2512.07245, 2025

Paper

Conferences and Others (Non-Peer-Reviewed)

2026

佐藤 拓斗, 山内 俊典, 計良 宥志, 川本 一彦

視覚言語モデルの命名困難な特徴に対する属性ヒントを用いた自動命名

画像の認識・理解シンポジウム, 2026

Oral (Acceptance Rate: 33%)

Toshinori Yamauchi, Hiroshi Kera, Kazuhiko Kawamoto

Zero-Shot Textual Explanations via Directional-Derivative Influence on Predictions

画像の認識・理解シンポジウム, 2026

Oral (Acceptance Rate: 33%)

Nanato Izumi, Toshinori Yamauchi, Hiroshi Kera, Kazuhiko Kawamoto

SHAPIN-CLIP: Game-Theoretic Explanation of CLIP Image-Text Matching

画像の認識・理解シンポジウム, 2026

2025

Toshinori Yamauchi, Hiroshi Kera, Kazuhiko Kawamoto

Explaining Object Detectors via Collective Contribution of Pixels

画像の認識・理解シンポジウム MIRU, 2025

泉七翔, 山内俊典, 計良宥志, 川本一彦

視覚言語モデルにおける画像―テキスト間対応のゲーム理論的可視化

画像の認識・理解シンポジウム MIRU, 2025

2024

山内俊典, 計良宥志, 川本一彦

ピクセル間の相互作用値を考慮した物体検出モデルに対する視覚的説明手法

画像の認識・理解シンポジウム MIRU, 2024

2023

山内俊典

Spatial Sensitive Grad-CAM++: 勾配の重みづけ平均考慮による物体検出モデルに対する視覚的説明手法の改良

画像の認識・理解シンポジウム MIRU, 2023

Talks

2026

Toshinori Yamauchi

Explaining Object Detectors via Collective Contribution of Pixels

画像の認識・理解シンポジウム, 2026

Invited Talk

Patents

2025

Toshinori Yamauchi, Masayoshi Ishikawa, Takefumi Kakinuma, Masaki Hasegawa, Kentaro Ohira, Yasutaka Toyoda

Image recognition system

US12423941B2, 2025

Published: 2025-09-23

Patent

Toshinori Yamauchi, Yasuhiro Yoshida, Masayoshi Ishikawa, Takefumi Kakinuma, Masaki Hasegawa, Kentaro Ohira, Yasutaka Toyoda

Labeled training data creation assistance device and labeled training data creation assistance method

US20250054270A1, 2025

Published: 2025-02-13

Patent

2023

Yasuhiro Yoshida, Masayoshi Ishikawa, Toshinori Yamauchi, Kosuke Fukuda, Hiroyuki Shindo

Defect inspection apparatus

US20230402249A1, 2023

Published: 2023-12-14

Patent

Awards & Honors

2026

Audience Award, Meeting on Image Recognition and Understanding (MIRU 2026) — “Zero-Shot Faithful Textual Explanations via Directional-Derivative Influence on Predictions.”

Toshinori Yamauchi, Hiroshi Kera, Kazuhiko Kawamoto

Student Encouragement Award, Meeting on Image Recognition and Understanding (MIRU 2026) — “Zero-Shot Faithful Textual Explanations via Directional-Derivative Influence on Predictions.”

Toshinori Yamauchi

Audience Award, Meeting on Image Recognition and Understanding (MIRU 2026) — 「視覚言語モデルの命名困難な特徴に対する属性ヒントを用いた自動命名」

佐藤 拓斗, 山内 俊典, 計良 宥志, 川本 一彦

Selected as a Highlight Paper, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) — “Explaining Object Detectors via Collective Contribution of Pixels.”

Toshinori Yamauchi, Hiroshi Kera, Kazuhiko Kawamoto

2024

Spotlight Award, IEEE/CVF CVPR Workshops — “Spatial Sensitive Grad-CAM++: Improved Visual Explanation for Object Detectors via Weighted Combination of Gradient Map.”

Toshinori Yamauchi

2022

Best Paper Award, International Symposium on Semiconductor Manufacturing (ISSM) — “Positive/Negative Decision via Outlier Detection Toward Automatic Performance Evaluation for Defect Detector.”

Toshinori Yamauchi, Kentaro Ohira, Takefumi Kakinuma

Grants / Fellowships

2026

Selected for the FY2026 Supporting Pioneering Research through AI for 1,000 Discovery challenges (SPReAD)

Selected for the Chiba University Open Recruitment for International Exchange Program: Overseas Travel Support Program for Graduate Students