DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning
⚡ Executive Summary & Quick Facts
Authoritative Sourcedeepinv is deepinv is an open-source project written in Python: DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), deepinv/deepinv has accumulated 848 GitHub stars and 226 forks. It is written in Python, licensed under BSD-3-Clause, and ranks #9,495 globally. It is actively maintained with the latest commit recorded on Nov 11, 2026.”
| Repository | deepinv/deepinv ↗ |
|---|---|
| Primary Category | computational imaging |
| Language & Stack | Python |
| Software License | BSD-3-Clause |
| Community Traction | ★ 848 stars · ⑂ 226 forks · #9,495 globally |
| Maintenance | ● Active (Last commit: Nov 11, 2026) · 204 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 97/100 · Grade A+Yes, deepinv is actively maintained. Continuous telemetry recorded the last code commit on Nov 11, 2026 (2 days ago). Supported by 848 stars and 226 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+22
STARS · LAST 30 DAYS
1
PER DAY
#1,377
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +22 | +22 | +90 |
| Per day | 3 | 1 | 1 |
| Forks gained | +6 | +6 | +11 |
deepinv gained 22 stars in the last 30 days, about 1 a day, and now has 848. It is about 4 years old and has averaged roughly 212 stars a year. It ranks #1,377 among Python repositories and #9,495 across all languages on GitHubRepo.
Trending Record
44
DAYS ON TRENDING
#814
BEST RANK
Sep 25, 2026
FIRST APPEARANCE
Active
STATUS TODAY
deepinv has maintained a continuous presence across global trending indexes, peaking at #814. Below is the 30-day activity profile:
💡 Overview
deepinv is an open-source project written in Python: DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning.
Engineered for speed, consistency, and developer ease, it solves common hurdles in computational-imaging, deblurring, deep-learning. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install deepinv⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
deepinv coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Production System Integration
Embed deepinv into Python backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open BSD-3-Clause license.
🚀 Getting Started
Install deepinv using your package manager: `pip install deepinv`
Initialize your project workspace or configuration file for deepinv.
Import deepinv into your codebase or invoke it directly from your terminal.
Execute your test suite or run `deepinv --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
deepinv/deepinv is currently ranked #9,495 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #9,487 | Consolonia/Consolonia | C# | ★ 849 | Compare ↗ |
| #9,487 | firefly-iii/data-importer | PHP | ★ 849 | Compare ↗ |
| #9,487 | tractordev/wanix | Go | ★ 849 | Compare ↗ |
| #9,487 | sockudo/sockudo | Rust | ★ 849 | Compare ↗ |
| #9,487 | elstongun/leviathan | Rust | ★ 849 | Compare ↗ |
| #9,495 | deepinv/deepinv This Project | Python | ★ 848 | |
| #9,495 | be9/acl9 | Ruby | ★ 848 | Compare ↗ |
| #9,495 | GoogleCloudPlatform/dotnet-docs-samples | C# | ★ 848 | Compare ↗ |
| #9,495 | apisyouwonthate/openapi.tools | TypeScript | ★ 848 | Compare ↗ |
| #9,495 | swiftlang/swift-driver | Swift | ★ 848 | Compare ↗ |
| #9,495 | LibreBooking/librebooking | PHP | ★ 848 | Compare ↗ |
Frequently Asked Questions
What does deepinv do? +
DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning
Is deepinv actively maintained in 2026? +
Yes, deepinv is actively maintained. The latest code push was recorded on Nov 11, 2026 (2 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 848 stars and 204 open issues.
What language is deepinv written in? +
The primary language is Python. Topics include: computational-imaging, deblurring, deep-learning, denoising, diffusion-models.
How many stars does deepinv have? +
deepinv has 848 stars and 226 forks on GitHub.
How does deepinv rank among GitHub repositories? +
With 848 stars, deepinv/deepinv is ranked #9,495 globally across all repositories tracked on GitHubRepo and #1,377 among Python projects.
What license is deepinv distributed under? +
The repository reports a BSD-3-Clause license. Always verify the repository LICENSE file for legal terms.
