# deepinv

> DeepInverse is the leading open-source PyTorch-based library for solving imaging inverse problems with deep learning. It provides imaging operators, pretrained reconstruction networks and denoisers, plug-and-play and unfolded optimization, sampling algorithms, training losses and datasets.


deepinverse contributors 2026

## Pages in this subsection

- [Physics](https://deepinv.org/auto_examples/physics/index.html.md): <div id='sg-tag-list' class='sphx-glr-tag-list'></div><div class="sphx-glr-thumbnails">
- [NOTE](https://deepinv.org/auto_examples/physics/demo_physics_tour.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_blur_tour.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_mri_tour.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_ultrasound_tour.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_microscopy_3d.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_lidar.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_pet3d.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_scattering.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_phase_retrieval.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_spatial_unwrapping.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_liu_jia_padding.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_pet2d.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_ptychography.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_pet_brainweb_3d.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_anscombe.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_remote_sensing.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_spc.html.md): New to DeepInverse? Get started with the basics with the
- [NOTE](https://deepinv.org/auto_examples/physics/demo_pet_brainweb_2d.html.md): New to DeepInverse? Get started with the basics with the

## Optional

- [Top-level llms.txt](https://deepinv.org/llms.txt): Complete documentation index.