1. Jialei Chen, Xu Zheng, Danda Pani Paudel, Luc Van Gool, Hiroshi Murase, Daisuke Deguchi: "BiXFormer: A Robust Framework for Maximizing Modality Effectiveness in Multi-Modal Semantic Segmentation,"IEEE Transaction on Multimedia, 2026/06/17 doi

2. Jialei Chen, Qi Fan, Zhenzhen Quan, Dongyue Li, Xu Zheng, Hiroshi Murase, Daisuke Deguchi: "Training-Free Open-Vocabulary Semantic Segmentation with Context Pyramid Refinement,"International Journal of Computer Vision, 134(281), 2026/05/21 doi

1. Chong Yi, Jialei Chen, Seigo Ito, Hiroshi Murase, Daisuke Deguchi: "Resolving the Inherent Contextual Insufficiency in Referring Image Segmentation with Global Semantic Priors,"ICPR 2026 - International Conference on Pattern Recognition, Vol.16817, p.616–630, 2026/08/13 doi

1. Dongyue Li, Seigo Ito, Daisuke Deguchi: "Not All Pixels Are Equal: Confidence-Guided Attention for Feature Matching,"Meeting on Image Recognition & Understanding, 2026/08/07

2. Nazuna Matsuo, Daisuke Deguchi, Seigo Ito, Haruya Kyutoku, Tsubasa Minematsu, Atsushi Shimada: "講義動画自動生成システムへのジェスチャを伴う教師アバター付与の検討,"Meeting on Image Recognition & Understanding, 2026/08/04

3. Chong Yi, Daisuke Deguchi, Seigo Ito, Hiroshi Murase: "VLM-Caption-Privileged Semantic Bottleneck for Generalized Referring Expression Segmentation,"Meeting on Image Recognition & Understanding, 2026/08/03

4. Jialei Chen, Daisuke Deguchi: "CLIP Text Embeddingを用いた知識蒸留によるゼロショットセグメンテーション,"Unknown Journal, 12C-2, 2026/05/24

1. Kota Yokoyama, Seigo Ito, Daisuke Deguchi: "VLMの第1トークンを特徴量として⽤いた歩⾏者の横断意図推定,"Meeting on Image Recognition & Understanding, 2026/08/05

2. Kazuma Nagae, Daisuke Deguchi, Seigo Ito: "時系列情報を利用した人物シルエット画像からの3次元姿勢推定に関する検討,"Meeting on Image Recognition & Understanding, 2026/08/04

3. Tsuyoshi Seki, Daisuke Deguchi, Seigo Ito, Hiroki Mukoujima, Nozomi Nagamine: "局所位置関係を考慮した画像埋め込みによる列車自己位置推定の検討,"Meeting on Image Recognition & Understanding, 2026/08/03

1. Jialei Chen: "Robust and Class-Transferable Image Segmentation under Limited Supervision,"Doctor thesis, 2026/08/25