細胞画像の認識と生成
顕微鏡画像から細胞の位置・形態・時間変化を捉え、分割・追跡・画像生成へ展開します。
代表論文
Bridging the Density Gap: Diffusion Model for Stepwise Generation of Dense Cell Images from Sparse Data
Single-cell synaptome mapping of endogenous protein subpopulations in mammalian brain
Motokazu Uchigashima, Risa Iguchi, Kazuma Fujii, Kaito Shiku, Ryoma Bise, et. al.,
化学タグで標識したタンパク質を、単一神経細胞のシナプス全体で可視化します。
論文を見る ↗Precise immunofluorescence canceling for highly multiplexed imaging to capture specific cell states
Kosuke Tomimatsu, Takeru Fujii, Ryoma Bise, Kazufumi Hosoda, Yosuke Taniguchi, Hiroshi Ochiai, Hiroaki Ohishi, Kanta Ando, Ryoma Minami, Kaori Tanaka, Taro Tachibana, Seiichi Mori, Akihito Harada, Kazumitsu Maehara, Masao Nagasaki, Seiichi Uchida, Hiroshi Kimura, Masashi Narita, and Yasuyuki Ohkawa
蛍光を段階的に消去し、同じ細胞を繰り返し染色して状態を観察します。
論文を見る ↗Mitosis Detection from Partial Annotation by Dataset Generation via Frame-Order Flipping
Kazuya Nishimura, Ami Katanaya, Shinichiro Chuma, and Ryoma Bise
時間順を反転した細胞画像を活用して、限られた注釈から細胞分裂を検出します。
論文を見る ↗Multi-Frame Attention with Feature-Level Warping for Drone Crowd Tracking
Takanori Asanomi, Kazuya Nishimura, and Ryoma Bise
Weakly Supervised Cell-Instance Segmentation with Two Types of Weak Labels by Single Instance Pasting
Kazuya Nishimura, and Ryoma Bise
Consistent Cell Tracking in Multi-Frames With Spatio-Temporal Context by Object-Level Warping Loss
J Hayashida, K Nishimura, R Bise
Weakly Supervised Cell Instance Segmentation Under Various Conditions
K Nishimura, C Wang, K Watanabe, R Bise
Semi-supervised Cell Detection in Time-lapse Images Using Temporal Consistency
Kazuya Nishimura, Hyeonwoo Cho, and Ryoma Bise
連続する顕微鏡画像の時間的一貫性を使い、少数の正解から細胞を検出します。
論文を見る ↗Cell Detection from Imperfect Annotation by Pseudo Label Selection Using P-classification
Kazuma Fujii, Daiki Suehiro, Kazuya Nishimura, and Ryoma Bise
注釈されていない細胞を擬似ラベルとして選び、検出器の学習に活用します。
論文を見る ↗Imaging Scattering Characteristics of Tissue in Transmitted Microscopy
M. Shimano, Y. Asano, S. Ishihara, R. Bise, and I. Sato
MPM: Joint Representation of Motion and Position Map for Cell Tracking
J. Hayashida, K. Nishimura and R. Bise
連続フレーム間の細胞位置と動きをひとつのマップで推定します。
論文を見る ↗Weakly Supervised Cell Segmentation in Dense by Propagating from Detection Map
K. Nishimura, E.D. Ker, and R. Bise
細胞位置の弱い注釈から、密集した細胞のインスタンス領域を推定します。
論文を見る ↗Cell Tracking with Deep Learning for Cell Detection and Motion Estimation in Low-Frame-Rate
J. Hayashida, and R. Bise
撮影間隔が長い細胞画像で、検出と動きの推定を組み合わせて追跡します。
論文を見る ↗Separation of Transmitted Light and Scattering Components in Transmitted Microscopy
M. Shimano, R. Bise, Y. Zheng, and I. Sato
関連論文
- Rethinking Microscopy Generation: Co-Designed Diffusion for Biologically Interpretable Single-Cell Synthesis
- Bridging the Density Gap: Diffusion Model for Stepwise Generation of Dense Cell Images from Sparse Data
- Label-free live cell recognition and tracking for biological discoveries and translational applications
- Analysis of optical absorption of photoaged human skin using a high-frequency illumination microscopy analysis system
- Multi-Frame Attention with Feature-Level Warping for Drone Crowd Tracking
- Weakly Supervised Cell-Instance Segmentation with Two Types of Weak Labels by Single Instance Pasting
- Multi-Class Cell Detection Using Modified Self-Attention
- Consistent Cell Tracking in Multi-Frames With Spatio-Temporal Context by Object-Level Warping Loss
- Weakly Supervised Cell Instance Segmentation Under Various Conditions
- Light‐sheet microscopy‐based 3D single‐cell tracking reveals a correlation between cell cycle and the start of endoderm cell internalization in early zebrafish development
- Imaging Scattering Characteristics of Tissue in Transmitted Microscopy
- Spatial-Temporal Mitosis Detection in Phase-Contrast Microscopy Via Likelihood Map Estimation by 3DCNN
- Phase Contrast Time-Lapse Microscopy Datasets with Automated and Manual Cell Tracking Annotations
- Separation of Transmitted Light and Scattering Components in Transmitted Microscopy
- Cell Detection Method from Redundant Candidates under the Non-Overlapping Constraints
- Cell Tracking Under High Confluency Conditions by Candidate Cell Region Detection Based Association Approach
- Mechanical characterization of adult stem cells from bone marrow and perivascular niches
- Automated Mitosis Detection of Stem Cell Populations in Phase-Contrast Microscopy Images
- Automatic Cell Tracking Applied to Analysis of Cell Migration in Wound Healing Assay
- Reliable Cell Tracking by Global Data Association Proceedings of IEEE International Symposium on Biomedical Imaging (ISBI)
- Mitosis Detection for Stem Cell Tracking in Phase-Contrast Microscopy Images Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI)
- Cell Image Analysis: Algorithms, System and Applications Proceedings of IEEE Winter Conference on Applications of Computer Vision (WACV)
- Detection of Hematopoietic Stem Cells in Microscopy Images Using a Bank of Ring Filters Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI)
- Cell Segmentation in Microscopy Imagery Using a Bag of Local Bayesian Classifiers Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI)
- Reliably Tracking Partially Overlapping Neural Stem Cells in DIC Microscopy Image Sequences Proceedings of MICCAI Workshop on OPTMHisE
- An engineered approach to stem cell culture: automating the decision process for real-time adaptive subculture of stem cells
- BTracking of hematopoietic stem cells in microscopy images for lineage determination