PromptFix 是一個基於擴散模型的圖像處理工具，旨在根據用戶的指令修復和增強圖像。該項目在 NeurIPS 2024 上發布，並提供了一個超過 100 萬個樣本的訓練數據集。PromptFix 支持多種圖像處理任務，包括色彩校正、物體移除、去霧、去模糊、水印移除和低光增強等。該工具的核心功能是通過 20 步的降噪過程來修復圖像缺陷，同時保留原始結構。PromptFix 的目標用戶包括圖像處理研究人員、開發者和對圖像質量有高要求的專業人士。該工具的技術特點包括基於 PyTorch 的實現、預訓練模型和訓練代碼的開源，以及對不同長寬比圖像的廣泛適應性。PromptFix 的內容特點是其數據集的多樣性和廣泛性，涵蓋了多種圖像處理任務。用戶體驗方面，PromptFix 提供了簡單易用的命令行工具和腳本，方便用戶進行圖像處理和模型訓練。
Top Features
- 色彩校正
- 物體移除
- 去霧
- 去模糊
- 水印移除
- 低光增強
Simple Definition of Usecases
- 攝影師使用 PromptFix 進行後期處理，修復因光線不足導致的低光照片。
- 設計師使用 PromptFix 移除設計稿中的不需要的元素，如水印或背景雜物。
- 研究人員使用 PromptFix 進行圖像去模糊實驗，以提高圖像質量。
- 開發者使用 PromptFix 的 API 集成到自己的應用中，提供圖像修復功能。
- 視覺藝術家使用 PromptFix 進行色彩校正，使作品色彩更加鮮豔和真實。
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