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패키지 상세v0.15.1

google_mlkit_face_detection

이미지에서 얼굴을 감지하고 중요한 얼굴 특징을 식별하며 감지된 얼굴의 윤곽을 얻기 위해 Google의 ML Kit 얼굴 감지 기능을 사용하는 Flutter 플러그인입니다.

AndroidiOS
30일 다운로드
13.1만
좋아요
329
Pub 점수
150

패키지 설치

flutter pub add google_mlkit_face_detection

패키지 개요

공개 정보를 바탕으로 생성한 선택 가이드입니다.

google_mlkit_face_detection 패키지는 Google의 ML Kit를 활용하여 이미지에서 얼굴을 감지하고 눈, 코, 입과 같은 주요 얼굴 특징을 식별하며 얼굴 윤곽을 추출하는 Flutter 플러그인입니다. Android 및 iOS 플랫폼에서 높은 정확도로 실시간 얼굴 감지를 가능하게 합니다. 모바일 앱에 컴퓨터 비전 기능을 통합하려는 개발자를 위해 설계되었으며, 개인정보 보호와 성능을 위해 디바이스 내 처리를 지원합니다. 이 플러그인은 더 넓은 Flutter ML Kit 생태계의 일부로서 다른 ML 도구와의 원활한 통합을 제공합니다.

사용 사례

  • 카메라 앱에서의 실시간 얼굴 감지
  • AR 효과를 위한 얼굴 특징 추적
  • 얼굴 인식을 통한 사용자 인증
  • 접근성 도구를 위한 이미지 분석
  • 자동 사진 태그 지정

주요 기능

  • 기기 내 얼굴 감지
  • 얼굴 랜드마크 식별 지원
  • 얼굴 윤곽과 위치를 반환합니다
  • 모바일 성능에 최적화됨
  • 안드로이드 및 iOS에서 작동합니다

적합한 대상

  • 모바일 앱 개발자
  • AR/VR 애플리케이션 제작자
  • 접근성 도구 빌더
  • 개인정보 보호 중심의 이미지 처리

고려 사항

  • 충분한 처리 능력을 갖춘 장치가 필요합니다
  • 얼굴 감지에 국한되며, 전체 얼굴 인식은 아님
  • 저품질 이미지에 대한 추가 전처리가 필요할 수 있습니다
  • 안드로이드에서 Google Play 서비스에 의존합니다

원본 README

연결된 소스 저장소의 README 원문 스냅샷입니다. 최신 내용은 저장소에서 확인하세요.

Google's ML Kit for Flutter

Google's ML Kit for Flutter is a set of Flutter plugins that enable Flutter apps to use Google's standalone ML Kit.

Features

Vision APIs
Feature Plugin Source Code Android iOS
Barcode Scanning google_mlkit_barcode_scanning Pub Version GitHub ✅ ✅
Face Detection google_mlkit_face_detection Pub Version GitHub ✅ ✅
Face Mesh Detection (Beta) google_mlkit_face_mesh_detection Pub Version GitHub ✅ ❌
Text Recognition v2 google_mlkit_text_recognition Pub Version GitHub ✅ ✅
Image Labeling google_mlkit_image_labeling Pub Version GitHub ✅ ✅
Object Detection and Tracking google_mlkit_object_detection Pub Version GitHub ✅ ✅
Digital Ink Recognition google_mlkit_digital_ink_recognition Pub Version GitHub ✅ ✅
Pose Detection (Beta) google_mlkit_pose_detection Pub Version GitHub ✅ ✅
Selfie Segmentation (Beta) google_mlkit_selfie_segmentation Pub Version GitHub ✅ ✅
Subject Segmentation (Beta) google_mlkit_subject_segmentation Pub Version GitHub ✅ ❌
Document Scanner google_mlkit_document_scanner Pub Version GitHub ✅ ❌
Natural Language APIs
Feature Plugin Source Code Android iOS
Language Identification google_mlkit_language_id Pub Version GitHub ✅ ✅
On-Device Translation google_mlkit_translation Pub Version GitHub ✅ ✅
Smart Reply google_mlkit_smart_reply Pub Version GitHub ✅ ✅
Entity Extraction (Beta) google_mlkit_entity_extraction Pub Version GitHub ✅ ✅
GenAI APIs

⚠️ Important: GenAI APIs are built on top of AICore and will not support all Android devices. These APIs require devices with AICore support. Please check device compatibility before using these features in production.

⚠️ Production Disclaimer: Using GenAI plugins in production is the responsibility of the developers consuming the plugins, not the authors. The authors provide these plugins as-is and are not responsible for any issues, failures, or compatibility problems that may arise from using these plugins in production environments.

Feature Plugin Source Code Android iOS
Summarization (Beta) google_mlkit_genai_summarization Pub Version GitHub ✅ ❌
Proofreading (Beta) google_mlkit_genai_proofreading Pub Version GitHub ✅ ❌
Rewriting (Beta) google_mlkit_genai_rewriting Pub Version GitHub ✅ ❌
Image Description (Beta) google_mlkit_genai_image_description Pub Version GitHub ✅ ❌
Speech Recognition (Alpha) google_mlkit_genai_speech_recognition Pub Version GitHub ✅ ❌
Prompt (Beta) google_mlkit_genai_prompt Pub Version GitHub ✅ ❌

PLEASE READ THIS before continuing or posting a new issue:

  • Google's ML Kit was build only for mobile platforms: iOS and Android apps. Web or any other platform is not supported, you can request support for those platform to Google in their repo.

  • This plugin is not sponsored or maintained by Google. The authors are developers excited about Machine Learning that wanted to expose Google's native APIs to Flutter.

  • Google's ML Kit APIs are only developed natively for iOS and Android. This plugin uses Flutter Platform Channels as explained here.

    Messages are passed between the client (the app/plugin) and host (platform) using platform channels as illustrated in this diagram:

    Messages and responses are passed asynchronously, to ensure the user interface remains responsive. To read more about platform channels go here.

    Because this plugin uses platform channels, no Machine Learning processing is done in Flutter/Dart, all the calls are passed to the native platform using MethodChannel in Android and FlutterMethodChannel in iOS, and executed using Google's native APIs. Think of this plugin as a bridge between your app and Google's native ML Kit APIs. This plugin only passes the call to the native API and the processing is done by Google's API. It is important that you understand this concept when it comes to debugging errors for your ML model and/or app.

  • Since the plugin uses platform channels, you may encounter issues with the native API. Before submitting a new issue, identify the source of the issue. You can run both iOS and/or Android native example apps by Google and make sure that the issue is not reproducible with their native examples. If you can reproduce the issue in their apps then report the issue to Google. The authors do not have access to the source code of their native APIs, so you need to report the issue to them. If you find that their example apps are okay and still you have an issue using this plugin, then look at our closed and open issues. If you cannot find anything that can help you then report the issue and provide enough details. Be patient, someone from the community will eventually help you.

Migrating from ML Kit for Firebase to the new standalone ML Kit SDK

When Migrating from ML Kit for Firebase to the new standalone ML Kit SDK read this guide.

For Android details read this.

For iOS details read this.

Example app

Find the example app here.

Consuming image streams on Android

Until https://github.com/flutter/flutter/issues/145961 is resolved, the most recent version of the camera package doesn't support the required image formats. To make things work, manually add the legacy plugin via the instructions from https://pub.dev/packages/camera_android.

Contributing

Contributions are welcome. In case of any problems look at existing issues, if you cannot find anything related to your problem then open an issue. Create an issue before opening a pull request for non trivial fixes. In case of trivial fixes open a pull request directly.

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