A CPU Realtime VLM in 500M. Surpassed Moondream2 and SmolVLM. Training from scratch with ease.

KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge ba…

[CVPR 2025] Official Implementation for Probing the Mid-level Vision Capabilities of Self-Supervised Learning

Code for the paper "A Closer Look at Benchmarking Self-Supervised Pre-training with Image Classification"

The implementation of "Bootstrapping Semantic Segmentation with Regional Contrast" [ICLR 2022].

[ECCV 2024] Official Implementation of 《WSI-VQA: Interpreting Whole Slide Image by Generative Question Answering》

High-Resolution Spatial Transcriptomics Using Histology Images with HisToSGE (Pathology Image Large Model, Transformers)

Official Inplementation of 《WsiCaption: Multiple Instance Generation of Pathology Reports for Gigapixel Whole Slide Images》(MICCAI 2024 Oral/ Best Paper Candidate)

Transcriptomics-guided Slide Representation Learning in Computational Pathology - CVPR 2024

[MICCAI 2023 Oral] The official code of "Pathology-and-genomics Multimodal Transformer for Survival Outcome Prediction" (top 9%)

Unsupervised Semantic Segmentation for Pathology

[CVPR 2024] Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology

Virtual Alignment of pathoLogy Image Series

Corresponding code of 'Quiros A.C., Murray-Smith R., Yuan K. Pathology GAN: Learning deep representations of cancer tissue. Proceedings of The 3rd International Conference on Medical Imaging with D…

Tools for computational pathology

PathBench-MIL: A comprehensive, flexible Benchmarking / AutoML framework for multiple instance learning in Histopathology

An easy-to-use PyTorch library for Pathology Image ANalysis Orchestrator (PIANO), including generating patches from whole slide images, using pathology foundation models to create features, and so on.

Hierarchical Image Pyramid Transformer - CVPR 2022 (Oral)

Fast Semantic Segmentation Image Annotation with Segment Anything Model (SAM)

MDI machine learning SAM model server. Segment WSI(whole slide image) , simple images.

Awesome List of Digital and Computational Pathology Resources

EBStore dataset for "EMS: 3D Eyebrow Modeling from Single-view Images"(SIGGRAPH Aisa 2023)

【国赛】【美赛】数学建模相关算法 MATLAB实现（2018年初整理）

[ICLR 2025] This is the official repository of our paper "MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine“

冈萨雷斯《数字图像处理》第三版-课后习题答案；《数字图像处理（matlab版）》-源代码及图片 DIP

an extension that wraps a Cellpose environment such that WSI can be analyzed using Cellpose through QuPath.

🍀 Pytorch implementation of various Attention Mechanisms, MLP, Re-parameter, Convolution, which is helpful to further understand papers.⭐⭐⭐