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awesome-dataset-tools

by jsbroks

awesome listpushed over 3 years ago

🔧 A curated list of awesome dataset tools

AI summary

Data annotation toolkit

A curated list of tools and libraries for annotating and preparing datasets for machine learning projects.

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What's in the list

87 links in 6 sections, with live GitHub stats.activeno commit in 2y

Labeling Tools / Images

  • LabeFlow

    Open image annotation tool for machine learning projects

  • CVAT

    Online, interactive video and image annotation tool for computer vision

  • COCO Annotator

    Web-based image segmentation tool for object detection, localization and keypoints

  • VoTT

    Visual Object Tagging Tool: An electron app for building end to end object detection models from images and videos

  • 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

  • ImageTagger

    Open source online platform for collaborative image labeling

  • 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)

  • 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

  • DataGym.ai

    Open source annotation and labeling tool for image and video assets

  • DataTorch

    Platform for creating and shareing datasets

  • 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

  • Dataturks

    Image segmentation, named entity recognition (NER) tagging in documents, and POS tagging

  • UBIAI

    Easy-to-use text annotation tool for teams with most comprehensive auto-annotation features. Supports NER, relations and document classification as well as OCR annotation for invoice labeling

  • 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

  • TrainingSet.AI

    Platform to solve the data labelling step in the AI Development for images, video and point cloud data (automatic labeling, ground truth, annotation tools, web dataset creation, s3, teams and statistics tools)

  • MedSeg

    Free online medical annotation (segmentation) with AI models

  • MVTec Deep Learning Tool

    Provides labeling functionalities for 's deep-learning-based object detection and classification

  • Amazon SageMaker Ground Truth

    annotate data using MTurk, vendor workforces, or your own private workteams. Use Ground Truth's built-in UIs (video, point cloud, image, text, document processing) or bring your own custom UI

Labeling Tools / 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

  • Figure Eight

    Supports audio , computer vision, natural language processing, and other data tasks

Labeling Tools / 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

Labeling Tools / 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

  • 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

Libraries / Audio

  • Muda

    Python library for augmenting annotated audio data

Libraries / Text

  • DataProfiler

    A Python library to facilitate data analysis, monitoring, and data identification

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