🔥 News

2025.08: 🔥 Thrilled to share that our paper, Hist2Cell: Deciphering Fine-grained Cellular Architectures from Histology Images, is accepted in principle by Cell Genomics! The codes + datasets have been made available!

2025.06: 🎉 Two papers accepted by MICCAI 2025, congratulations to Peixiang and Liting!

2025.04: 🔥 Excited to share our latest work FLEX! An amazing work on Pathology Model Adaptation! Check our implementation and let’s train AI to generalize like human doctors among different clinical sites and demographic group!

2025.03: 🔥 Our paper TAD-Graph: Enhancing Whole Slide Image Analysis via Task-Aware Subgraph Disentanglement has been accepted by IEEE Transactions on Medical Imaging (TMI)! Check the online publication and the source code is also available now!

2025.02: 🔥 Our work From Layers to States: A State Space Model Perspective to Deep Neural Network Layer Dynamics is accepted by ICLR 2025! Check the full paper on Arxiv and see you in Singapore! Official Codes will come soon, stay tuned!

2024.12: 🔥 Excited to share our latest work Aligning Knowledge Concepts to Whole Slide Images for Precise Histopathology Image Analysis published on Nature npj Digital Medicine! Check the online publication, and codes + prompts have been made available!

2024.12: 🔥 Excited to share our latest ST-Pathology Foundation Model on BRIDGE, a CLIP-based FM pre-trained on over 600,000 image-gene paired profiles from 13 organs with various sequencing techniques! The codes, model weights and collected dataset are online now and the full paper will be released soon, stay tuned!

2024.09: 🎉 Our paper Free Lunch in Pathology Foundation Model: Task-specific Model Adaptation with Concept-Guided Feature Enhancement is accepted by NeurIPS 2024! Check the full paper, and codes + prompts have been made available!

2024.09: 🔥 Excited to share our latest work Hist2Cell: Deciphering Fine-grained Cellular Architectures from Histology Images. Our model predicts transcriptional cell types from cheap histology images and enable precise survival analysis. Check the full paper on bioRxiv, and codes + datasets have been made available!

2024.08: 🎉 Our short paper ST-200K: A Large-scale Paired Dataset for Histology Imaging and Spatial Transcriptomics is accepted by MLCB 2024. A bigger dataset and foundation model are coming soon!

2024.06: 🎉 Our paper Unleash the Power of State Space Model for Whole Slide Image with Local Aware Scanning and Importance Resampling is accepted by IEEE Transactions on Medical Imaging (TMI)! Check the full paper and codes.

2023.07: 🔥 Our paper ConSlide: Asynchronous Hierarchical Interaction Transformer with Breakup-Reorganize Rehearsal for Continual Whole Slide Image Analysis is accepted by ICCV 2023! Check the full paper, and codes have been made available!

2023.06: 🔥 Our paper HIGT: Hierarchical Interaction Graph-Transformer for Whole Slide Image is accepted by MICCAI 2023! Check the full paper, and codes have been made available!

2023.01: 🎉 Our paper Transformer-based Multimodal Fusion for Survival Prediction by Integrating Whole Slide Images, Clinical, and Genomic Data is accepted by ISBI 2023! Check the full paper.

2022.11: 🔥 Our paper MulGT: Multi-Task Graph-Transformer with Task-Aware Knowledge Injection and Domain Knowledge-Driven Pooling for Whole Slide Image Analysis is accepted by AAAI 2023! Check the full paper, and codes have been made available!