Image restoration

Image restoration with pairs of noisy and clean images:

Deconvolution (Microtubules) Denoising in 2D (human U2OS data) Denoising in 3D (Planaria nuclei) Denoising in 3D (Tribolium nuclei) Isotropic Reconstruction (Drosophila nuclei) Isotropic Reconstruction (Zebrafish retina) Surface Projection (Drosophila wing, e-cadherin)

Image restoration with pairs of noisy images:

Denoising Noise2Noise with multiple noisy copies (2D SEM data)

Image restoration with single noisy images:

Denoising Noise2Void without clean data (2D SEM data) Denoising structured noises without clean data (Convallaria)

Object detection

Denoising and Segmentation in 2D (Drosophila wing, e-cadherin) Denoising and Segmentation in 2D (Mouse nuclei) Nucleus Segmentation with StarDist in 2D (DSB2018 data)