建置分類與物件辨識的漸進式深度學習模型應用於智慧製造;Incremental Learning for Classification and Object Detection Model Applied in Smart Manufacturing

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Please use this identifier to cite or link to this item: http://ir.lib.ncu.edu.tw/handle/987654321/90411

Title:	建置分類與物件辨識的漸進式深度學習模型應用於智慧製造;Incremental Learning for Classification and Object Detection Model Applied in Smart Manufacturing
Authors:	林家瑜
Contributors:	國立中央大學資訊工程學系
Keywords:	網路遺忘問題;Incremental learning 應用於影像分類;Incremental learning 應用於物件偵測;工業AOI瑕疵檢測;Catastrophic forgetting;Incremental learning applied in classification;Incremental learning applied in object detection;Industrial AOI defect detection
Date:	2023-03-08
Issue Date:	2023-03-08 15:47:41 (UTC+8)
Publisher:	科技部
Abstract:	Incremental learning的研究為近年來AI領域所關注的重要課題之一，本計畫前兩年將建置incremental learning應用於影像分類模型與物件辨識的模型，解決現有模型無法既保留舊知識又能有效的學習新知識、需要額外儲存空間、動態適應力差等問題，並於計畫第三年將提出的模型建置於兩個AOI瑕疵檢測應用，真正將incremental learning技術實現於產業，進行效果驗證。本計畫不僅解決人工智慧模型學習新知識時遭遇的Catastrophic forgetting問題，其研發成果更可作為學術與產業導入incremental learning AI的示範性案例。
Relation:	財團法人國家實驗研究院科技政策研究與資訊中心
Appears in Collections:	[Department of Computer Science and information Engineering] Research Project

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