[PDF][PDF] Automatic annotation of data extracted from large Web sites.

L Arlotta, V Crescenzi, G Mecca, P Merialdo - WebDB, 2003 - academia.edu
… Let us introduce an example to present the overall context and the issues we address. …
a set of sample pages like these, we obtain a grammar description of the common template, …

[PDF][PDF] Balancing training data for automated annotation of keywords: a case study.

GE Batista, ALC Bazzan, MC Monard - Wob, 2003 - inf.ufrgs.br
Automatic annotation in genomics and proteomics is raising … class examples were artificially
created and the data sets are … applying methods for attribute selection. Other directions can …

[PDF][PDF] Data quality from crowdsourcing: a study of annotation selection criteria

PY Hsueh, P Melville, V Sindhwani - Proceedings of the NAACL …, 2009 - aclanthology.org
… In Section 2, we first examine annotation data obtained by both … select annotators and
examples for selective sampling. Next, … identify the divisive snippets automatically, we consider the …

Automated example selection for iterative training of annotation networks

UB Sahin, C Kavak, Y Ataseven… - Artificial Intelligence and …, 2022 - spiedigitallibrary.org
annotation network is selecting the data samples to annotate and train. The selected data
samples are annotatedannotation operation semi-automatic, we used an annotation tool. Our …

Feature selection for automatic image annotation

L Setia, H Burkhardt - Joint Pattern Recognition Symposium, 2006 - Springer
… We provide some annotation examples in Table 1. For a more controlled test, we take 10
distinct Corel Categories, namely Africa, beach, buildings, buses, dinosaurs, elephants, flowers…

From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning

A Alcoforado, TP Ferraz, LH Okamura, IC Fama… - arXiv preprint arXiv …, 2024 - arxiv.org
annotated data. To address these issues, this paper contributes an automatic and informed
data selection … are not suited to the selection, with random sampling being a better strategy. …

A survey and analysis on automatic image annotation

Q Cheng, Q Zhang, P Fu, C Tu, S Li - Pattern Recognition, 2018 - Elsevier
… the visual feature); to annotate a new image by choosing a label of the highest probability. …
The topic model-based AIA methods consider annotated images as samples from a specific …

Annosearch: Image auto-annotation by search

XJ Wang, L Zhang, F Jing… - 2006 IEEE Computer …, 2006 - ieeexplore.ieee.org
… Or, in a Web image search, we can choose one of a Web image’s surrounding keywords as
the … The bottom four examples in Figure 5 show examples of “no hit” by the strict evaluation. …

Deep learning based active learning technique for data annotation and improve the overall performance of classification models

SU Amin, A Hussain, B Kim, S Seo - Expert Systems with Applications, 2023 - Elsevier
sample selection that improves the performance of the classifier with fewer manual annotations
at … certain majority samples automatically, without human intervention. These two types of …

A data reduction and organization approach for efficient image annotation

PTM Saito, PJ de Rezende, AX Falcão… - Proceedings of the 28th …, 2013 - dl.acm.org
… the cost on human annotation, by means of automatically selecting the most informative
unlabeled samples for annotation. The critical issue lies on the selection of such samples. As an …