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手書きの文字認識率がAIで飛躍的に向上。「AI-OCR」の効果を知ろう!

  • 2022年9月6日
  • 中小機構 中小企業アドバイザー(経営支援) 野村真実
  • AI-OCR
  • 文字認識
手書きの文字認識率がAIで飛躍的に向上。「AI-OCR」の効果を知ろう!のサムネイル画像

コロナ禍でのテレワーク需要拡大で手書き書類のデジタル化を進める企業が増えています。
何らかの理由で紙は無くせないが、手書き文字をデジタル化したい場合に役立つソリューション技術 「AI-OCR」について、解説いたします。

「AI-OCR」の概要

文字位置を自動抽出するため、帳票の文字位置や項目を事前指定しなくても読み取りが可能です。最新のAIを組み合わせることで、現在は文字の認識精度が高まり、個性的な文字でもハンコ付きであっても高確率で読み取ることが可能となっています。

                        <strong><認識対応例></strong><br /> <br /> <img 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" alt="" /> <blockquote> <div style="margin-left: 80px;"> <a href="https://ittools.smrj.go.jp/app/omakase_aiocr.php"><u><font color="red">出典:ここからアプリ『おまかせAI OCR』西日本電信電話株式会社</font></u></a></div> </blockquote>

システムに手入力していた伝票を一括登録可能となり、システム入力の単純作業による誤入力・見落としなどのミス削減、データ化により文書管理・検索が容易になります。
またFAXで受信した注文書等をAI-OCRで読み取り・データ化し、RPA(別途、特集記事あり)等により社内システムへ自動登録すると、出勤しなくても一連の作業がテレワークで出来ることとなり、withコロナの対策ソリューションとして、活躍しています。

事例

ライトプランなど低価格のサービスも増え、かつ帳票設定が容易になったこともあり、中小企業での事例も増えてきました。スタッフ数十名規模の事例をご紹介いたします。

(1)製造業

年間約5,000件の注文書(フォーマットは8種類あり)のデータ入力を自動化。作業時間は年間232時間⇒導入後38時間まで削減。

(2)不動産業

従業員13名でおよそ1,000戸の管理業務を担当。帳票設定は1名の担当者で実施し、年間約300件の入居申込書をデータ化。入力ミスも削減。

(3)サービス業

適性検査アンケートの入力。3〜5月の採用シーズンは、1日で50〜60社分の入力を残業でこなしていた。現在は自動化され、テレワーク・残業なしで対応できている。

取組方法

(1)帳票類の一覧化を行い、それぞれの手書きの廃止可能性を調査し、手書きが残るものについて、デジタル化を検討します。過去の帳票(膨大な枚数が残されているもの)でデータ分析したいものも、同様に検討します。

(2)伝票毎、書類毎に多くの印字パターンサンプルを準備しておくと、データ化の検討がスムーズになります。実際のデータを用意し、正誤チェックを行いながら本格導入に備えます。数が多いほど、AIの機械学習で読み取り精度が上がっていきますので、時間の許す限り、準備しましょう。

(3)(2)まででやりたい事がほぼイメージ出来たと思いますので、導入システムの検討に入ります。詳細は下記の「AI-OCRシステムの種類と選定方法」をご参照ください。

AI-OCRシステムの種類と選定方法

まず手書き文字の場合に認識率が低いOCRシステム(価格は安い)をAI-OCRシステムと混同しないことが必要です。なお、プリンターから印字した活字だけの場合に強いAI-OCRシステムも存在するので、「手書き」に強いのかそれとも「活字」に強いのかで選ぶ選定方法もあります。

また帳票レイアウト事前設定型か、帳票レイアウト自動認識型(オプションの場合あり)の区別も確認してください。特定の帳票のみであれば、レイアウトそのものから自動認識させることができるので、運用は楽になります。なお「納品書と請求書だけに特化」しているAI-OCRシステムなどもあり、システム選定の際は、対応できる帳票類の確認も必要です。

<選定ポイント>

  • 手書きor活字
  • レイアウト事前設定or自動認識
  • 帳票特化orすべての帳票

また顧客情報など機密情報を扱う事が多いので、セキュリティ面(サービス提供会社がセキュリティ関連資格を保有しているか、など)や読み取りデータを渡すAPI連携など、他システムとの連携機能の有無や実績なども確認しておきましょう。

導入コストや費用対効果の考え

データ入力時間削減など人的コスト削減効果のみ議論されることが多いと思いますが、スピーディなデジタル化でデータ分析が可能となることは、意思決定が速くなることを意味します。「時間を買う」投資としての側面もお考え下さい。
また改正電子帳簿保存法(令和4年1月改正)に基づき、紙の保存からデジタルでの保存へ運用面を含めて検討する企業が増えています。そのメリットは下記の通りですので、OCR導入と併せて、是非ご検討ください。

<メリット>

  • 保管コスト、運搬コストの削減。 紙に比べ、保管にも運搬にもコストが削減されます
  • 紛失や滅失リスクの削減。 クラウドなどでの電子データ管理では紛失等から解放されます
  • 情報管理や検索の利便性向上。 電子データの場合、閲覧防止などの策を講じることができます

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