---
title: "SAM-Adapter-PyTorch"
type: "tool"
slug: "tianrun-chen-sam-adapter-pytorch"
canonical_url: "https://www.graphcanon.com/tools/tianrun-chen-sam-adapter-pytorch"
github_url: "https://github.com/tianrun-chen/SAM-Adapter-PyTorch"
homepage_url: null
stars: 1543
forks: 123
primary_language: "Python"
license: "MIT"
archived: false
categories: ["llm-frameworks", "model-training", "computer-vision"]
tags: ["fine-tuning", "camouflaged-target-detection", "camouflaged-object-detection", "image-segmentation", "fine-tune", "camouflage-images", "2d-segmentation", "adapter"]
updated_at: "2026-07-12T05:39:24.872639+00:00"
---

# SAM-Adapter-PyTorch

> Adapting Meta AI's Segment Anything to Downstream Tasks with Adapters and Prompts

Adapting Meta AI's Segment Anything to Downstream Tasks with Adapters and Prompts

## Facts

- Repository: https://github.com/tianrun-chen/SAM-Adapter-PyTorch
- Stars: 1,543 · Forks: 123 · Open issues: 66 · Watchers: 9
- Primary language: Python
- License: MIT
- Last pushed: 2026-05-17T04:56:00+00:00

## Trust & health

_Signals computed from public GitHub metadata. Not a security guarantee._

- Maintenance: Steady (computed 2026-07-11T11:39:09.915Z)
- Security scan: No lockfile (0 critical, 0 high, 0 medium, 0 low) · last scan 2026-07-11T11:39:10.443Z
- Full report: [trust report](/tools/tianrun-chen-sam-adapter-pytorch/trust.md) · [JSON](https://www.graphcanon.com/api/graphcanon/tools/tianrun-chen-sam-adapter-pytorch/trust)

## Categories

- [LLM Frameworks](/categories/llm-frameworks.md)
- [Model Training](/categories/model-training.md)
- [Computer Vision](/categories/computer-vision.md)

## Tags

fine-tuning, camouflaged-target-detection, camouflaged-object-detection, image-segmentation, fine-tune, camouflage-images, 2d-segmentation, adapter

## Category neighbours (exploratory)

_Same-category tools for discovery only - not curated alternatives. Cap shown at six._

- [segment-anything](/tools/facebookresearch-segment-anything.md) - Repository providing code for running inference with the SegmentAnything Model (SAM) (★ 54,520) [Dormant]
- [peft](/tools/huggingface-peft.md) - State-of-the-art Parameter-Efficient Fine-Tuning (★ 21,385) [Very active]
- [opik](/tools/comet-ml-opik.md) - Debug, evaluate, and monitor your LLM applications with comprehensive tracing and production-ready dashboards (★ 20,533) [Very active]
- [Awesome-Multimodal-Large-Language-Models](/tools/bradyfu-awesome-multimodal-large-language-models.md) - Latest Advances on Multimodal Large Language Models (★ 17,937) [Active]
- [litgpt](/tools/lightning-ai-litgpt.md) - High-performance LLMs with recipes for pretraining, finetuning and deployment (★ 13,473) [Very active]
- [Awesome-Diffusion-Models](/tools/diff-usion-awesome-diffusion-models.md) - A collection of resources and papers on Diffusion Models (★ 12,353) [Dormant]

_+ 2 more not listed._

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/tools/tianrun-chen-sam-adapter-pytorch`](/api/graphcanon/tools/tianrun-chen-sam-adapter-pytorch)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_