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黃昱翔
圖像至文字提示轉換系統 Image to Prompt
圖像至文字提示轉換系統 Image to Prompt
圖像至文字提示轉換系統 Image to Prompt
By
黃昱翔
軟體工程師
・
Kaohsiung City, Taiwan
Connect
圖像至文字提示轉換系統 Image to Prompt
圖片轉換:使用者上傳一張圖片後,系統會透過機器學習模型將該圖片轉換為特徵向量。這些特徵向量將代表圖片的關鍵特徵,並可用於後續的相似度計算。
文字提示生成:找到最相似的圖片後,系統會從資料集中獲取相應的文字提示。這些文字提示與相似圖片相關聯,提供使用者對輸入圖片內容的理解和解釋。
資料集瀏覽:使用者可以瀏覽資料集中的其他相似圖片及其文字提示。這有助於用戶進一步了解資料集的內容和相似性計算的結果。
為了實現這個專案,我選擇使用 Python 作為基本程式語言,PyTorch 作為機器學習框架,以及 Django 作為網頁後端。這些技術選擇使我能夠有效處理圖像和文字數據,並提供良好的使用者體驗。
該系統可以將圖片轉換為相似的文字提示,並透過機器學習的方式,計算圖片特徵與文字提示特徵之間的相似度。
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黃昱翔
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Published: Jul 26th 2023
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Django
Python
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