RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO, designed for fine-tuning. [ICLR 2026]
⚡ Executive Summary & Quick Facts
Authoritative Sourcerf-detr is rf-detr is an open-source project written in Python: RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO, designed for fine-tuning. [ICLR 2026] ..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), roboflow/rf-detr has accumulated 10,051 GitHub stars and 1,274 forks. It is written in Python, licensed under Apache-2.0, and ranks #1,646 globally. It is actively maintained with the latest commit recorded on Nov 12, 2026.”
| Repository | roboflow/rf-detr ↗ |
|---|---|
| Primary Category | computer vision |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 10.1K stars · ⑂ 1.3K forks · #1,646 globally |
| Maintenance | ● Active (Last commit: Nov 12, 2026) · 74 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: 100/100 · Grade A+Yes, rf-detr is actively maintained. Continuous telemetry recorded the last code commit on Nov 12, 2026 (0 days ago). Supported by 10,051 stars and 1,274 community forks, this repository holds a calculated health index of 100/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+345
STARS · LAST 30 DAYS
12
PER DAY
#280
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +108 | +345 | +1.1K |
| Per day | 15 | 12 | 12 |
| Forks gained | +17 | +50 | +64 |
rf-detr gained 345 stars in the last 30 days, about 12 a day, and now has 10.1K. It is about 2 years old and has averaged roughly 5K stars a year. It ranks #280 among Python repositories and #1,646 across all languages on GitHubRepo.
Trending Record
43
DAYS ON TRENDING
#321
BEST RANK
Sep 25, 2026
FIRST APPEARANCE
Active
STATUS TODAY
rf-detr has maintained a continuous presence across global trending indexes, peaking at #321. Below is the 30-day activity profile:
💡 Overview
rf-detr is an open-source project written in Python: RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO, designed for fine-tuning. [ICLR 2026] .
Engineered for speed, consistency, and developer ease, it solves common hurdles in computer-vision, detr, instance-segmentation. 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 rf-detr⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
rf-detr 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 rf-detr 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 Apache-2.0 license.
🚀 Getting Started
Install rf-detr using your package manager: `pip install rf-detr`
Initialize your project workspace or configuration file for rf-detr.
Import rf-detr into your codebase or invoke it directly from your terminal.
Execute your test suite or run `rf-detr --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
roboflow/rf-detr is currently ranked #1,646 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,641 | sktime/sktime | Python | ★ 10.1K | Compare ↗ |
| #1,642 | RestKit/RestKit | Objective-C | ★ 10.1K | Compare ↗ |
| #1,643 | BYVoid/OpenCC | C++ | ★ 10.1K | Compare ↗ |
| #1,643 | embassy-rs/embassy | Rust | ★ 10.1K | Compare ↗ |
| #1,645 | i18next/react-i18next | JavaScript | ★ 10.1K | Compare ↗ |
| #1,646 | roboflow/rf-detr This Project | Python | ★ 10.1K | |
| #1,647 | alvinunreal/oh-my-opencode-slim | TypeScript | ★ 10K | Compare ↗ |
| #1,648 | ValveSoftware/GameNetworkingSockets | C++ | ★ 10K | Compare ↗ |
| #1,649 | sqlfluff/sqlfluff | Python | ★ 10K | Compare ↗ |
| #1,650 | espnet/espnet | Python | ★ 10K | Compare ↗ |
| #1,651 | ruby-grape/grape | Ruby | ★ 10K | Compare ↗ |
Frequently Asked Questions
What does rf-detr do? +
RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO, designed for fine-tuning. [ICLR 2026]
Is rf-detr actively maintained in 2026? +
Yes, rf-detr is actively maintained. The latest code push was recorded on Nov 12, 2026 (0 days ago). It holds a calculated Maintenance Health Score of 100/100 (A+ rating) with 10,051 stars and 74 open issues.
What language is rf-detr written in? +
The primary language is Python. Topics include: computer-vision, detr, instance-segmentation, machine-learning, object-detection.
How many stars does rf-detr have? +
rf-detr has 10,051 stars and 1,274 forks on GitHub.
How does rf-detr rank among GitHub repositories? +
With 10,051 stars, roboflow/rf-detr is ranked #1,646 globally across all repositories tracked on GitHubRepo and #280 among Python projects.
What license is rf-detr distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
