Evaluating a Zoning Mechanism and Class-Modular Architecture for Handwritten Characters Recognition. - Sandra de Avila; Leonardo N. Matos; Cinthia Obladen de Almendra Freitas; João Marques de Carvalho (CIARP, 2007)

VSUMM: An Approach for Automatic Video Summarization and Quantitative Evaluation. - Sandra Eliza Fontes de Avila; Antonio da Luz Jr.; Arnaldo de Albuquerque Araújo; Matthieu Cord (SIBGRAPI, 2008)

Automatic frame extraction for improving content-based image retrieval of historical photographs. - Ana Paula Brandão Lopes; David Lunardi Flam; Natalia C. Batista; Sandra Eliza Fontes de Avila; Jussara M. Almeida; Arnaldo de Albuquerque Araújo (WebMedia, 2008)

A bag-of-features approach based on Hue-SIFT descriptor for nude detection. - Ana Paula Brandão Lopes; Sandra Eliza Fontes de Avila; Anderson N. A. Peixoto; Rodrigo Silva Oliveira; Arnaldo de Albuquerque Araújo (EUSIPCO, 2009)

Nude Detection in Video Using Bag-of-Visual-Features. - Ana Paula Brandão Lopes; Sandra Eliza Fontes de Avila; Anderson N. A. Peixoto; Rodrigo Silva Oliveira; Marcelo de Miranda Coelho; Arnaldo de Albuquerque Araújo (SIBGRAPI, 2009)

BOSSA: Extended bow formalism for image classification. - Sandra Eliza Fontes de Avila; Nicolas Thome; Matthieu Cord; Eduardo Valle; Arnaldo de Albuquerque Araújo (ICIP, 2011)

Content-Based Filtering for Video Sharing Social Networks - Eduardo Valle; Sandra Eliza Fontes de Avila; Antonio da Luz Jr.; Fillipe Dias Moreira de Souza; Marcelo de Miranda Coelho; Arnaldo de Albuquerque Araújo (CoRR, 2011)

VSUMM: A mechanism designed to produce static video summaries and a novel evaluation method. - Sandra Eliza Fontes de Avila; Ana Paula Brandão Lopes; Antonio da Luz Jr.; Arnaldo de Albuquerque Araújo (Pattern Recognit. Lett., 2011)

BossaNova at ImageCLEF 2012 Flickr Photo Annotation Task. - Sandra Eliza Fontes de Avila; Nicolas Thome; Matthieu Cord; Eduardo Valle; Arnaldo de Albuquerque Araújo (CLEF (Online Working Notes/Labs/Workshop), 2012)

Image classification using object detectors. - Thibaut Durand; Nicolas Thome; Matthieu Cord; Sandra Eliza Fontes de Avila (ICIP, 2013)

Pooling in image representation: The visual codeword point of view. - Sandra Eliza Fontes de Avila; Nicolas Thome; Matthieu Cord; Eduardo Valle; Arnaldo de Albuquerque Araújo (Comput. Vis. Image Underst., 2013)

Extended Bag-Of-Words Formalism For Image Classification. - Sandra Eliza Fontes de Avila (2013)

Automatic Diabetic Retinopathy detection using BossaNova representation. - Ramon Pires; Sandra Avila; Herbert F. Jelinek; Jacques Wainer; Eduardo Valle; Anderson Rocha 001 (EMBC, 2014)

Pornography detection using BossaNova video descriptor. - Carlos Caetano; Sandra Eliza Fontes de Avila; Silvio Jamil Ferzoli Guimarães; Arnaldo de Albuquerque Araújo (EUSIPCO, 2014)

RECOD at MediaEval 2014: Violent Scenes Detection Task. - Sandra Eliza Fontes de Avila; Daniel Moreira; Mauricio Perez; Daniel Moraes; Isabela Cota; Vanessa Testoni; Eduardo Valle; Siome Goldenstein; Anderson Rocha 001 (MediaEval, 2014)

Representing local binary descriptors with BossaNova for visual recognition. - Carlos Caetano; Sandra Eliza Fontes de Avila; Silvio Jamil Ferzoli Guimarães; Arnaldo de Albuquerque Araújo (SAC, 2014)

Statistical Learning Approach for Robust Melanoma Screening. - Michel Fornaciali; Sandra Eliza Fontes de Avila; Micael Carvalho; Eduardo Valle (SIBGRAPI, 2014)

The impact of visual attributes on online image diffusion. - Luam Catao Totti; Felipe Almeida Costa; Sandra Eliza Fontes de Avila; Eduardo Valle; Wagner Meira Jr.; Virgílio A. F. Almeida (WebSci, 2014)

RECOD at MediaEval 2015: Affective Impact of Movies Task. - Daniel Moreira; Sandra Eliza Fontes de Avila; Mauricio Perez; Daniel Moraes; Vanessa Testoni; Eduardo Valle; Siome Goldenstein; Anderson Rocha 001 (MediaEval, 2015)

Semantic Diversity versus Visual Diversity in Visual Dictionaries. - Otávio Augusto Bizetto Penatti; Sandra Eliza Fontes de Avila; Eduardo Valle; Ricardo da Silva Torres (CoRR, 2015)

Deep Neural Networks Under Stress. - Micael Carvalho; Matthieu Cord; Sandra Eliza Fontes de Avila; Nicolas Thome; Eduardo Valle (ICIP, 2016)

Towards Automated Melanoma Screening: Proper Computer Vision & Reliable Results. - Michel Fornaciali; Micael Carvalho; Flávia Vasques Bittencourt; Sandra Eliza Fontes de Avila; Eduardo Valle (CoRR, 2016)

Towards Automated Melanoma Screening: Exploring Transfer Learning Schemes. - Afonso Menegola; Michel Fornaciali; Ramon Pires; Sandra Eliza Fontes de Avila; Eduardo Valle (CoRR, 2016)

A mid-level video representation based on binary descriptors: A case study for pornography detection. - Carlos Caetano; Sandra Eliza Fontes de Avila; William Robson Schwartz; Silvio Jamil Ferzoli Guimarães; Arnaldo de Albuquerque Araújo (Neurocomputing, 2016)

Mid-level Image Representation for Fruit Fly Identification (Diptera: Tephritidae). - Matheus Macedo Leonardo; Sandra Avila; Roberto A. Zucchi; Fábio Augusto Faria (eScience, 2017)

Knowledge transfer for melanoma screening with deep learning. - Afonso Menegola; Michel Fornaciali; Ramon Pires; Flávia Vasques Bittencourt; Sandra Avila; Eduardo Valle (ISBI, 2017)

Temporal Robust Features for Violence Detection. - Daniel Moreira; Sandra Eliza Fontes de Avila; Mauricio Perez; Daniel Moraes; Vanessa Testoni; Eduardo Valle; Siome Goldenstein; Anderson Rocha 001 (WACV, 2017)

RECOD Titans at ISIC Challenge 2017. - Afonso Menegola; Julia Tavares; Michel Fornaciali; Lin Tzy Li; Sandra Eliza Fontes de Avila; Eduardo Valle (CoRR, 2017)

Data, Depth, and Design: Learning Reliable Models for Melanoma Screening. - Eduardo Valle; Michel Fornaciali; Afonso Menegola; Julia Tavares; Flávia Vasques Bittencourt; Lin Tzy Li; Sandra Avila (CoRR, 2017)

Video pornography detection through deep learning techniques and motion information. - Mauricio Perez; Sandra Eliza Fontes de Avila; Daniel Moreira; Daniel Moraes; Vanessa Testoni; Eduardo Valle; Siome Goldenstein; Anderson Rocha 001 (Neurocomputing, 2017)

Beyond Lesion-Based Diabetic Retinopathy: A Direct Approach for Referral. - Ramon Pires; Sandra Eliza Fontes de Avila; Herbert F. Jelinek; Jacques Wainer; Eduardo Valle; Anderson Rocha 001 (IEEE J. Biomed. Health Informatics, 2017)

Breaking down violence: A deep-learning strategy to model and classify violence in videos. - Bruno Malveira Peixoto; Sandra Avila; Zanoni Dias; Anderson Rocha 001 (ARES, 2018)

Skin Lesion Synthesis with Generative Adversarial Networks. - Alceu Bissoto; Fábio Perez; Eduardo Valle; Sandra Avila (OR 2.0/CARE/CLIP/ISIC@MICCAI, 2018)

Data Augmentation for Skin Lesion Analysis. - Fábio Perez; Cristina Vasconcelos; Sandra Avila; Eduardo Valle (OR 2.0/CARE/CLIP/ISIC@MICCAI, 2018)

Deep-Learning Ensembles for Skin-Lesion Segmentation, Analysis, Classification: RECOD Titans at ISIC Challenge 2018. - Alceu Bissoto; Fábio Perez; Vinícius Ribeiro; Michel Fornaciali; Sandra Avila; Eduardo Valle (CoRR, 2018)

Leveraging deep neural networks to fight child pornography in the age of social media. - Paulo Vitorino; Sandra Avila; Mauricio Perez; Anderson Rocha 001 (J. Vis. Commun. Image Represent., 2018)

(De)Constructing Bias on Skin Lesion Datasets. - Alceu Bissoto; Michel Fornaciali; Eduardo Valle; Sandra Avila (CVPR Workshops, 2019)

Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification. - Fábio Perez; Sandra Avila; Eduardo Valle (CVPR Workshops, 2019)

Toward Subjective Violence Detection in Videos. - Bruno Peixoto; Bahram Lavi; João Paulo Pereira Martin; Sandra Avila; Zanoni Dias; Anderson Rocha 001 (ICASSP, 2019)

Combating the Elsagate Phenomenon: Deep Learning Architectures for Disturbing Cartoons. - Akari Ishikawa; Edson R. Bollis; Sandra Avila (IWBF, 2019)

Exploring the Cost-benefit of AWS EC2 GPU Instances for Deep Learning Applications. - Eva Maia Malta; Sandra Avila; Edson Borin (UCC, 2019)

A data-driven approach to referable diabetic retinopathy detection. - Ramon Pires; Sandra Avila; Jacques Wainer; Eduardo Valle; Michael D. Abràmoff; Anderson Rocha 001 (Artif. Intell. Medicine, 2019)

Handling Inter-Annotator Agreement for Automated Skin Lesion Segmentation. - Vinícius Ribeiro; Sandra Avila; Eduardo Valle (CoRR, 2019)

The Six Fronts of the Generative Adversarial Networks. - Alceu Bissoto; Eduardo Valle; Sandra Avila (CoRR, 2019)

Multimodal data fusion for sensitive scene localization. - Daniel Moreira; Sandra Avila; Mauricio Perez; Daniel Moraes; Vanessa Testoni; Eduardo Valle; Siome Goldenstein; Anderson Rocha 001 (Inf. Fusion, 2019)

Eyes in the Skies: A Data-Driven Fusion Approach to Identifying Drug Crops From Remote Sensing Images. - Anselmo Ferreira; Siovani Cintra Felipussi; Ramon Pires; Sandra Avila; Geise Santos; Jorge Albuquerque Lambert; Jiwu Huang; Anderson Rocha 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Debiasing Skin Lesion Datasets and Models? Not So Fast. - Alceu Bissoto; Eduardo Valle; Sandra Avila (CVPR Workshops, 2020)

Weakly Supervised Learning Guided by Activation Mapping Applied to a Novel Citrus Pest Benchmark. - Edson R. Bollis; Hélio Pedrini; Sandra Avila (CVPR Workshops, 2020)

Less is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation. - Vinícius Ribeiro; Sandra Avila; Eduardo Valle (CVPR Workshops, 2020)

Grape detection, segmentation, and tracking using deep neural networks and three-dimensional association. - Thiago T. Santos; Leonardo L. de Souza; Andreza A. dos Santos; Sandra Avila (Comput. Electron. Agric., 2020)

Data, depth, and design: Learning reliable models for skin lesion analysis. - Eduardo Valle; Michel Fornaciali; Afonso Menegola; Julia Tavares; Flávia Vasques Bittencourt; Lin Tzy Li; Sandra Avila (Neurocomputing, 2020)

What should we pay attention to when classifying violent videos? - Marcos Vinícius Adão Teixeira; Sandra Avila (ARES, 2021)

CIDEr-R: Robust Consensus-based Image Description Evaluation. - Gabriel Oliveira dos Santos; Esther Luna Colombini; Sandra Avila (W-NUT, 2021)

GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review. - Alceu Bissoto; Eduardo Valle; Sandra Avila (CVPR Workshops, 2021)

An Attentional Model for Earthquake Prediction Using Seismic Data. - Alana de Santana Correia; Iury Cleveston; Viviane Bonadia dos Santos; Sandra Avila; Esther Luna Colombini (PAAMS (Workshops), 2021)

Should I disclose my dataset? Caveats between reproducibility and individual data rights. - Raysa M. Benatti; Camila M. L. Villarroel; Sandra Avila; Esther Luna Colombini; Fabiana C. Severi (NLLP@EMNLP, 2022)

Artifact-Based Domain Generalization of Skin Lesion Models. - Alceu Bissoto; Catarina Barata; Eduardo Valle; Sandra Avila (ECCV Workshops (4), 2022)

An Evaluation of Self-supervised Pre-training for Skin-Lesion Analysis. - Levy G. Chaves; Alceu Bissoto; Eduardo Valle; Sandra Avila (ECCV Workshops (4), 2022)

Seeing without Looking: Analysis Pipeline for Child Sexual Abuse Datasets. - Camila Laranjeira; João Macedo; Sandra Avila; Jefersson A. dos Santos (FAccT, 2022)

Weakly supervised attention-based models using activation maps for citrus mite and insect pest classification. - Edson R. Bollis; Helena Almeida Maia; Hélio Pedrini; Sandra Avila (Comput. Electron. Agric., 2022)

#PraCegoVer: A Large Dataset for Image Captioning in Portuguese. - Gabriel Oliveira dos Santos; Esther Luna Colombini; Sandra Avila (Data, 2022)

Mitigando Vieses no Aprendizado de Máquina: Uma Análise Sociotécnica. - Lívia Ruback; Denise Carvalho; Sandra Avila (Braz. J. Inf. Syst., 2022)

Eyes in the Skies: A Data-driven Fusion Approach to Identifying Drug Crops from Remote Sensing Images Dataset. - Anselmo Ferreira; Siovani Cintra Felipussi; Ramon Pires; Geise Santos; Sandra Avila; Jorge Albuquerque Lambert; Jiwu Huang; Anderson Rocha 001 (IEEE DataPort, 2022)

Assessing the Generalizability of Deep Neural Networks-Based Models for Black Skin Lesions. - Luana Barros; Levy G. Chaves; Sandra Avila (CIARP, 2023)

Test-Time Selection for Robust Skin Lesion Analysis. - Alceu Bissoto; Catarina Barata; Eduardo Valle; Sandra Avila (ISIC/Care-AI/MedAGI/DeCaF@MICCAI, 2023)

The Performance of Transferability Metrics Does Not Translate to Medical Tasks. - Levy G. Chaves; Alceu Bissoto; Eduardo Valle; Sandra Avila (DART@MICCAI, 2023)

CAPIVARA: Cost-Efficient Approach for Improving Multilingual CLIP Performance on Low-Resource Languages. - Gabriel Oliveira dos Santos; Diego A. B. Moreira; Alef Iury Siqueira Ferreira; Jhessica Silva; Luiz Pereira; Pedro Bueno; Thiago Sousa; Helena Almeida Maia; Nádia Félix F. da Silva; Esther Colombini; Hélio Pedrini; Sandra Avila (CoRR, 2023)

A survey on deep learning for skin lesion segmentation. - Zahra Mirikharaji; Kumar Abhishek 001; Alceu Bissoto; Catarina Barata; Sandra Avila; Eduardo Valle; M. Emre Celebi 001; Ghassan Hamarneh (Medical Image Anal., 2023)

FairPIVARA: Reducing and Assessing Biases in CLIP-Based Multimodal Models. - Diego A. B. Moreira; Alef Iury Siqueira Ferreira; Jhessica Silva; Gabriel Oliveira dos Santos; Luiz Pereira; João Medrado Gondim; Gustavo Bonil; Helena Almeida Maia; Nádia Félix F. da Silva; Simone Tiemi Hashiguti; Jefersson A. dos Santos; Hélio Pedrini; et al. (BMVC Workshops, 2024)

Gender Bias Detection in Court Decisions: A Brazilian Case Study. - Raysa M. Benatti; Fabiana C. Severi; Sandra Avila; Esther Luna Colombini (FAccT, 2024)

Mastering Scene Understanding: Scene Graphs to the Rescue. - Carlos Caetano; Leo Sampaio Ferraz Ribeiro; Camila Laranjeira; Gabriel Oliveira dos Santos; Artur Barros; Caio Petrucci; Andreza Aparecida dos Santos; João Macedo; Gil Carvalho; Fabrício Benevenuto; Jefersson A. dos Santos; Sandra Avila (SIBGRAPI, 2024)

Are Explanations Helpful? A Comparative Analysis of Explainability Methods in Skin Lesion Classifiers. - Rosa Y. G. Paccotacya Yanque; Alceu Bissoto; Sandra Avila (SIPAIM, 2024)

Leveraging Self-Supervised Learning for Scene Recognition in Child Sexual Abuse Imagery. - Pedro H. V. Valois; João Macedo; Leo Sampaio Ferraz Ribeiro; Jefersson A. dos Santos; Sandra Avila (CoRR, 2024)

Back to the Basics on Predicting Transfer Performance. - Levy G. Chaves; Eduardo Valle; Alceu Bissoto; Sandra Avila (CoRR, 2024)

FairPIVARA: Reducing and Assessing Biases in CLIP-Based Multimodal Models. - Diego A. B. Moreira; Alef Iury Siqueira Ferreira; Gabriel Oliveira dos Santos; Luiz Pereira; João Medrado Gondim; Gustavo Bonil; Helena de Almeida Maia; Nádia Félix F. da Silva; Simone Tiemi Hashiguti; Jefersson A. dos Santos; Hélio Pedrini; Sandra Avila (CoRR, 2024)

Even small correlation and diversity shifts pose dataset-bias issues. - Alceu Bissoto; Catarina Barata; Eduardo Valle; Sandra Avila (Pattern Recognit. Lett., 2024)

Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountability. - Carlos Caetano; Gabriel Oliveira dos Santos; Caio Petrucci; Artur Barros; Camila Laranjeira; Leo Sampaio Ferraz Ribeiro; Júlia Fernandes de Mendonça; Jefersson A. dos Santos; Sandra Avila (FAccT, 2025)

Minimizing Risk Through Minimizing Model-Data Interaction: A Protocol For Relying on Proxy Tasks When Designing Child Sexual Abuse Imagery Detection Models. - Thamiris Coelho; Leo Sampaio Ferraz Ribeiro; João Macedo; Jefersson A. dos Santos; Sandra Avila (FAccT, 2025)

Leveraging self-supervised learning for scene classification in child sexual abuse imagery. - Pedro H. V. Valois; João Macedo; Leo Sampaio Ferraz Ribeiro; Jefersson A. dos Santos; Sandra Avila (Forensic Sci. Int. Digit. Investig., 2025)

Yet another algorithmic bias: A Discursive Analysis of Large Language Models Reinforcing Dominant Discourses on Gender and Race. - Gustavo Bonil; Simone Tiemi Hashiguti; Jhessica Silva; João Medrado Gondim; Helena Almeida Maia; Nádia Félix F. da Silva; Hélio Pedrini; Sandra Avila (CoRR, 2025)