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
- 폴리콘 객체 이동, 포인트 추가 기능이 없다. (포인트 제거는 있다) 반응속도 좋음.
- 폴리콘 객체 이동, 포인트 추가 및 제거 기능이 없다. 반응속도 좋음.
- Demo 실행 불편. 뭔가 잘 동작하지 않음. 복잡함.
- 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.
Paid Image Annotations Tools
- 13 Best Image Annotation Tools of 2021 (Reviewed)
- V7
- Labelbox
- Scale AI
- SuperAnnotate
- DataLoop
- Playment
- Supervise.ly
- Hive Data
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
- webKnossos - webKnossos is an open-source tool for annotating and exploring large 3D image datasets. https://github.com/scalableminds/webknossos
Libaries
Image
Audio
- Muda: Python library for augmenting annotated audio data
Favorite site
- Wikipedia (en) List of manual image annotation tools
- Awesome Dataset Tools
- 24 Best Image Annotation Tools for Computer Vision
- Github - awesome-data-labeling
- Best Open Source Annotation Tools for Computer Vision
- 10 of the best open-source annotation tools for computer vision 2021 | Humans in the Loop