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Recognition）的深度融合，即多模態AI，正賦予AI更接近人類的理解與互動能力，為各行各業的智慧化轉型注入強勁動能。全球多模態AI市場規模在2024年已達到16億美元，預計從2025年到2034年將以32.7%的年複合成長率持續擴大，屆時市場規模可望達到270億美元。\n\n語言模型技術的進步，使AI能更精準地理解和生成自然語言。大型語言模型（LLMs）正從傳統的聊天機器人功能轉向能夠執行多步驟任務的「代理型AI（Agentic AI）」，應用於智能客服、內容創作、程式碼生成及教育輔助等領域。而視覺辨識技術則讓AI能夠「看懂」世界，廣泛應用於工業生產的瑕疵檢測、醫療影像的輔助判讀、安防監控的人臉識別，乃至於自駕車的環境感知。視覺語言模型（VLMs）的發展，使得AI在圖像描述、視覺問答和影片分析等任務上展現出令人印象深刻的能力。\n\n當這兩種強大的AI感官能力結合，多模態AI的應用潛力更為巨大。例如，AI能結合圖像與文字描述，自動生成產品介紹或場景解說；在智慧零售中，透過分析影像與顧客提問，提供更精準的商品推薦；在智慧製造領域，AI不僅能辨識產線異常，更能透過自然語言即時回報問題並提供解決建議。研究顯示，結合大型語言模型的視覺語言模型在零樣本分類任務上，其表現已能超越傳統的單模態視覺模型。\n\n目前，全球科技大廠與新創企業均積極投入視覺語言模型的研發，致力於提升AI在複雜情境下的理解、推理與生成能力。台灣產業憑藉其在AI晶片、硬體加速器及垂直應用領域的深厚基礎，在此波技術浪潮中亦扮演重要角色。\n\n儘管多模態AI的發展仍面臨如模型訓練的計算效率、數據融合的複雜性、資料偏見與模型濫用等倫理考量，但其賦予機器更全面感知與認知能力的潛力，將持續推動AI技術的邊界拓展，為人類社會帶來更智慧、便捷的解決方案。</span></font></p>","coverImagePath":"/api/general/downloadFile?filePath=UserData/WebExpoNewsPics/20250526101109.jpg","publishAt":"2025-05-26T00:00:00","newsType":"expoNews","category":"01","_language":"zh-TW","ifReleased":true,"ifEnable":true,"createDateTimeUtc":"2025-05-26T02:10:51.457","updateDateTimeUtc":"2025-05-28T09:02:55.95","createBy":"50519C11-C0F7-4DE6-899C-E92DAFC3C3E8","updateBy":"50519C11-C0F7-4DE6-899C-E92DAFC3C3E8","createDateTimeUtc8":"2025-05-26T10:10:51.457","updateDateTimeUtc8":"2025-05-28T17:02:55.95"},"languageButtonsJsonString":"{\n 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