DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning
Star History
Momentum
+21
STARS · LAST 30 DAYS
1
PER DAY
#370
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +21 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +4 | +11 |
deepinv gained 21 stars in the last 30 days, about 1 a day, and now has 821. It is about 4 years old and has averaged roughly 205 stars a year. It ranks #370 among Python repositories and #2,954 across all languages on GitHubRepo.
Trending Record
4
DAYS ON TRENDING
#780
BEST RANK
Sep 25, 2026
FIRST APPEARANCE
Active
STATUS TODAY
deepinv has maintained a continuous presence across global trending indexes, peaking at #780. 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 #2,954 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #2,947 | shivammathur/homebrew-extensions | Ruby | ★ 824 | Compare ↗ |
| #2,947 | rive-app/rive-ios | Swift | ★ 824 | Compare ↗ |
| #2,951 | fossasia/WPFAevent | PHP | ★ 823 | Compare ↗ |
| #2,951 | AstrBotDevs/AstrBot-desktop | Rust | ★ 823 | Compare ↗ |
| #2,953 | soot-oss/SootUp | Java | ★ 822 | Compare ↗ |
| #2,954 | deepinv/deepinv This Project | Python | ★ 821 | |
| #2,954 | rennf93/fastapi-guard | Python | ★ 821 | Compare ↗ |
| #2,954 | liliu-z/stashbase | TypeScript | ★ 821 | Compare ↗ |
| #2,954 | nilbuild/page-mascot | Python | ★ 821 | Compare ↗ |
| #2,958 | lpereira/hardinfo | C | ★ 819 | Compare ↗ |
| #2,958 | bazelbuild/intellij | Java | ★ 819 | Compare ↗ |
Frequently Asked Questions
What does deepinv do? +
DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning
What language is deepinv written in? +
The primary language is Python. Topics include: computational-imaging, deblurring, deep-learning, denoising, diffusion-models.
Is deepinv actively maintained? +
Yes, the last recorded push was on Sep 28, 2026 with 203 open issues being tracked.
How many stars does deepinv have? +
deepinv has 821 stars and 217 forks on GitHub.
How does deepinv rank among GitHub repositories? +
With 821 stars, deepinv/deepinv is ranked #2,954 globally across all repositories tracked on GitHubRepo and #370 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.
