From 1ba2d4359b521d2813ac7294356a8ec68f85fb71 Mon Sep 17 00:00:00 2001
From: miunangel <miunangel@foxmail.com>
Date: Sat, 11 Oct 2025 18:22:05 +0800
Subject: [PATCH] doc: Add icons

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 readme.md | 3 +++
 1 file changed, 3 insertions(+)

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 # MSGCoOp: Visual-Language Prompt Tuning with Knowledge-guided Context Optimization
 
+[![Paper](https://img.shields.io/badge/arXiv-Paper-brightgreen.svg)](https://arxiv.org/abs/2507.21786)
+[![Code](https://img.shields.io/badge/Code-GitHub-blueviolet.svg)](https://github.com/Rain-Bus/MSGCoOp)
+
 ## Overview of MSGCoOp
 
 We introduce **Multi-prompt Semantic-Guided Context Optimization (MSGCoOp)**, a novel framework that advances CLIP-based prompt tuning for few-shot learning. MSGCoOp addresses the challenge of generalizing to novel classes efficiently, without heavy architectural modifications or expensive computation.