DeepAI
Log In Sign Up

HUMAN: Hierarchical Universal Modular ANnotator

10/02/2020
by   Moritz Wolf, et al.
0

A lot of real-world phenomena are complex and cannot be captured by single task annotations. This causes a need for subsequent annotations, with interdependent questions and answers describing the nature of the subject at hand. Even in the case a phenomenon is easily captured by a single task, the high specialisation of most annotation tools can result in having to switch to another tool if the task only slightly changes. We introduce HUMAN, a novel web-based annotation tool that addresses the above problems by a) covering a variety of annotation tasks on both textual and image data, and b) the usage of an internal deterministic state machine, allowing the researcher to chain different annotation tasks in an interdependent manner. Further, the modular nature of the tool makes it easy to define new annotation tasks and integrate machine learning algorithms e.g., for active learning. HUMAN comes with an easy-to-use graphical user interface that simplifies the annotation task and management.

READ FULL TEXT

page 1

page 2

page 3

page 4

08/06/2020

Cross-Model Image Annotation Platform with Active Learning

We have seen significant leapfrog advancement in machine learning in rec...
07/18/2019

SLATE: A Super-Lightweight Annotation Tool for Experts

Many annotation tools have been developed, covering a wide variety of ta...
08/16/2018

The DALPHI annotation framework & how its pre-annotations can improve annotator efficiency

Producing the required amounts of training data for machine learning and...
06/20/2018

Fluid Annotation: a human-machine collaboration interface for full image annotation

We introduce Fluid Annotation, an intuitive human-machine collaboration ...
08/11/2017

Break it Down for Me: A Study in Automated Lyric Annotation

Comprehending lyrics, as found in songs and poems, can pose a challenge ...
02/07/2018

SlideRunner - A Tool for Massive Cell Annotations in Whole Slide Images

Large-scale image data such as digital whole-slide histology images pose...
10/08/2020

DART: A Lightweight Quality-Suggestive Data-to-Text Annotation Tool

We present a lightweight annotation tool, the Data AnnotatoR Tool (DART)...