BioImage Model Zoo

The BioImage Model Zoo is a community-driven, fully open resource where standardized pre-trained models can be shared, explored, tested, and downloaded for further adaptation or direct deployment in multiple end user-facing tools (e.g., ilastik, deepImageJ, QuPath, StarDist, ImJoy, ZeroCostDL4Mic, CSBDeep). To enable everyone to contribute and consume the Zoo resources, we provide a model standard to enable cross-compatibility, a rich list of example models and practical use cases, developer tools, documentation, and the accompanying infrastructure for model upload, download and testing.生物图像模型库（BioImage Model Zoo）是一款社区驱动的完全开放资源平台，可实现标准化预训练模型的共享、浏览、测试与下载，以供ilastik、deepImageJ、QuPath、StarDist、ImJoy、ZeroCostDL4Mic、CSBDeep等多款面向终端用户的工具开展进一步适配或直接部署。为助力所有用户参与贡献并使用该库资源，我们提供了可实现跨兼容性的模型标准、丰富的示例模型与实际应用案例、开发者工具、文档资料，以及配套的模型上传、下载与测试基础设施。

搜集汇总

背景与挑战

背景概述

BioImage Model Zoo是一个社区驱动的开放资源，提供标准化的预训练模型，支持分享、探索、测试和下载，并兼容多种生物图像分析工具。该数据集包含多种模型，如3D UNet、StarDist和Cellpose等，用于核分割、细胞边界预测和超分辨率等生物图像分析任务。