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Annotation Tool

머신 러닝 등에 사용되는 Data annotation 작업을 위한 도구 모음.

Categories

Images

  • VoTT - Visual Object Tagging Tool: An electron app for building end to end Object Detection Models from Images and Videos.
  • f-BRS
  • Scalabel: Versatile and scalable tool that supports various kinds of annotations
  • EVA: EVA is a web-based tool for efficient annotation of videos and image sequences and has an additional tracking capabilities
  • LOST: Design your own smart Image Annotation process in a web-based environment
  • Boobs: Fast and efficient BBox annotation for your images in YOLO, VOC/COCO formats
  • MuViLab: Tool to help you labelling videos for computer vision
  • Turkey: Web UI on Amazon Mechanical Turk to crowd-source image segmentation
  • React Image Annotation: An infinitely customizable image tool built on React
  • Point Cloud Annotation Tool: Annotate 3D boxes in point cloud
  • DeepLabel: A cross-platform image annotation tool for machine learning
  • Visual Object Tagging Tool: An electron app for building end to end Object Detection Models
  • VGG Image Annotator: Standalone image annotator application packaged as a single HTML file
  • SMART: Efficiently build labeled training datasets for supervised machine learning tasks
  • Pixel Annotation Tool: Uses the algorithm watershed marked of OpenCV to annotate images in directories
  • Pixie: GUI annotation tool which provides the bounding box, polygon, and semantic segmentation
  • Turktool: Modern React app for scalable bounding box annotation of images
  • LabelD: Simple image annotation tool to streamlining the overall process
  • Comma Coloring: Adult coloring book for image segmentation
  • LabelImg: Graphical image annotation tool and label object bounding boxes in images
  • LCs Finder: Image annotation and object detection tool written in C
  • js-segment-annotator: Javascript image annotation tool based on image segmentation
  • Cytomine: Analysis of multi-gigapixel images
  • labelme: Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation)
  • AnyLabeling = LabelImg + Labelme + Improved UI + Auto-labeling
  • SimpleAnnotate: Open source video and image annotation software for, currently only for OSX
  • Sloth: Labeling image and video data for computer vision research
  • Fast Annotation Tool: Online platform for collaborative image annotation
  • Anno-Mage: Helps you in annotating images by suggesting you annotations for 80 object classes
  • MedTagger: Collaborative framework for annotating medical datasets using crowdsourcing
  • OpenLabeling: Labeling in multiple annotation formats
  • Alturos.ImageAnnotation: Collaborative tool for labeling image data for yolo
  • Yolo_mark: GUI for marking bounded boxes of objects in images
  • imglab: peedup and simplify image labeling/ annotation process with multiple supported formats
  • OpenLabeler: Open source desktop application for annotating objects
  • UltimateLabeling: A multi-purpose Video Labeling GUI with integrated SOTA detector and tracker
  • Dataturks: Image segmentation, named entity recognition (NER) tagging in documents, and POS tagging

Web based

  • Semantic Segmentation Editor - Web labeling tool for bitmap images and point clouds - https://github.com/Hitachi-Automotive-And-Industry-Lab/semantic-segmentation-editor
  • CVAT: Online, interactive video and image annotation tool for computer vision
    • 폴리콘 객체 이동, 포인트 추가 기능이 없다. (포인트 제거는 있다) 반응속도 좋음.
  • COCO Annotator: Web-based image segmentation tool for object detection, localization and keypoints
    • 폴리콘 객체 이동, 포인트 추가 및 제거 기능이 없다. 반응속도 좋음.
  • Make Sense - Free to use online tool for labelling photos
  • ImageTagger - Open source online platform for collaborative image labeling
  • Diffgram - Open Source Image Annotation. Accelerate Your Computer Vision AI Model Training
    • Demo 실행 불편. 뭔가 잘 동작하지 않음. 복잡함.
  • Label Studio - The most flexible data annotation tool. Quickly installable. Build custom UIs or use pre-built labeling templates.
    • Demo 실행 편함. 편집 반응 속도 느림.

Closed Source

  • Labelbox: Platform for data labeling, data management, and data science. Its features include image annotation, bounding boxes, text classification, and more
  • Supervise.ly: Image annotation and data management tool that you can use create image and video datasets
  • Prodigy: Various machine learning models such as image classification, entity recognition and intent detection
  • RectLabel: Label images for bounding box object detection and segmentation
  • Lionbridge AI: Quickly annotate thousands of images and videos with relevant tags
  • TrainingData.io: Medical image annotation tool for data labeling. Spports DICOM image format for radiology AI
  • Spare5: Crowdsourcing service for tasks such as data and image annotation, language assessment, and more
  • Hive: Text and image annotation service that helps you create training datasets
  • Figure Eight: Supports audio , computer vision, natural language processing, and other data tasks
  • Playment: Services offered include bounding boxes, points and lines, polygons, semantic segmentation, and more
  • Cogito Tech: Image annotation, content moderation, sentiment analysis, chatbot training
  • OCLAVI: Annotate Bounding Box, Polygon, Circle, Point and Cuboidal annotations with precision
  • Humans in the Loop: Use cases include face recognition, autonomous vehicles, and figure detection
  • WorkAround: Host and annotate data, manage projects, and build datasets alongside top companies
  • TaQadam: On-demand annotation with agents-in-the-loop
  • Zillin: Image annotation service for classification, object detection and segmentation with API access and georeferenced images support.
  • IBM Cloud Annotations: Simple and collaborative image annotation tool for teams and individuals inside ibm cloud environment.

Unknown

  • Appen: Appen provides training data for machine learning models. It provides data annotation solutions for computer vision, text annotation, automatic speech recognition, and more.
  • Scale: Scale’s API is a data annotation outsourcing company that you can use to create the ground truth for your machine learning models.

Audio

  • Audio Annotator: JavaScript interface for annotating and labeling audio files
  • Dynitag: Web-based collaborative audio annotator tool
  • EchoML: play, visualize, and annotate your audio files for machine learning

Closed Source

  • Figure Eight: Supports audio , computer vision, natural language processing, and other data tasks

Time Series

  • Curve: An integrated experimental platform for time series data anomaly detection
  • TagAnomaly: Anomaly detection analysis and labeling tool, specifically for multiple time series
  • time-series-annotator: Implements classification tasks for time series.
  • WDK: Tools to facilitate the development of activity recognition applications with wearable devices

Text

  • brat: For all your textual annotation needs
  • doccano: Open source text annotation tool for machine learning practitioner.
  • Inception: A semantic annotation platform offering intelligent annotation assistance
  • NeuroNER: Named-entity recognition using neural networks
  • YEDDA: For annotating chunk/entity/event on text, symbol and even emoji
  • TALEN: Web-based tool for annotating word sequences
  • WebAnno: Web-based annotation tool for a wide range of linguistic annotations
  • MAE: Lightweight, general-purpose natural language annotation tool
  • Anafora: Web-based raw text annotation tool
  • TagEditor: Label dependencies, parts of speech, Named entities, and text categories
  • ML-Annotate: Supports binary, multi-label and multi-class labeling of text

Closed Source

  • Hive: Text and image annotation service that helps you create training datasets
  • Figure Eight: Supports audio, computer vision, natural language processing, and other data tasks
  • LightTag Text Annotation Tool for Teams.

multi-type

  • label-studio: Label Studio is a multi-type data labeling and annotation tool with standardized output format.

3D

Libaries

Image

Audio

  • Muda: Python library for augmenting annotated audio data

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