All Competitors

An all-in-one foundation model for microscopic image restoration, unifying 8 tasks across 5 microscopy modalities and 2D/3D data, with zero-shot inference on unseen imaging systems.

Generative foundation model that enhances spatial transcriptomics by conditioning on H&E histology, scRNA-seq references, and spatial co-expression priors.

Unified electron microscopy image analysis toolkit built on EM-DINO, a vision foundation model pretrained on 5 million diverse EM images.

A tissue-aware foundation model that enhances brain MRI quality across motion correction, super-resolution, denoising and harmonization, boosting downstream segmentation, registration and diagnosis.

Foundation model for fluorescence microscopy image restoration, unifying super-resolution, denoising, isotropic reconstruction, projection, and volumetric reconstruction in one Swin transformer.