INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAM
To provide a feature extractor with improved quantization efficiency.SOLUTION: An information processing apparatus includes: acquisition means which acquires feature quantities by inputting data to a model including learned parameters; determination means which determines constraints based on at lea...
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| Format: | Patent |
| Sprache: | eng ; jpn |
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| Zusammenfassung: | To provide a feature extractor with improved quantization efficiency.SOLUTION: An information processing apparatus includes: acquisition means which acquires feature quantities by inputting data to a model including learned parameters; determination means which determines constraints based on at least one of a ratio of two or more different norms based on the parameters, a ratio of two or more different norms based on the feature quantities, and a ratio of two or more different norms based on intermediate features of the model; and learning means which updates the parameters of the model on the basis of the determined constraints.SELECTED DRAWING: Figure 3
【課題】 量子化効率の良い特徴抽出器を提供する。【解決手段】 情報処理装置であって、学習済みのパラメータを含むモデルにデータを入力することによって特徴量を取得する取得手段と、前記パラメータに基づく異なる２以上のノルムの比、または、前記特徴量に基づく異なる２以上のノルムの比、または、前記モデルの中間特徴に基づく異なる２以上のノルムの比の少なくともいずれかのノルムの比に基づいた制約を決定する決定手段と、前記決定された制約に基づいて、前記モデルのパラメータを更新する学習手段とを有する。【選択図】 図３ |
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