Sandra Avila

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 66

Top Topics

Weakly Supervised

Top Venues

Comput. Electron. Agric.

OR 2.0/CARE/CLIP/ISIC@MICCAI

Publications

Pedro H. V. Valois, João Macedo, Leo S. F. Ribeiro, Jefersson A. dos Santos, Sandra Avila
Leveraging Self-Supervised Learning for Scene Recognition in Child Sexual Abuse Imagery. CoRR (2024)
Alceu Bissoto, Catarina Barata, Eduardo Valle, Sandra Avila
Even small correlation and diversity shifts pose dataset-bias issues. Pattern Recognit. Lett. 179 (2024)
Raysa M. Benatti, Fabiana C. Severi, Sandra Avila, Esther Luna Colombini
Gender Bias Detection in Court Decisions: A Brazilian Case Study. CoRR (2024)
Levy G. Chaves, Eduardo Valle, Alceu Bissoto, Sandra Avila
Back to the Basics on Predicting Transfer Performance. CoRR (2024)
Raysa M. Benatti, Fabiana C. Severi, Sandra Avila, Esther Luna Colombini
Gender Bias Detection in Court Decisions: A Brazilian Case Study. FAccT (2024)
Luana Barros, Levy G. Chaves, Sandra Avila
Assessing the Generalizability of Deep Neural Networks-Based Models for Black Skin Lesions. CIARP (2023)
Alceu Bissoto, Catarina Barata, Eduardo Valle, Sandra Avila
Test-Time Selection for Robust Skin Lesion Analysis. ISIC/Care-AI/MedAGI/DeCaF@MICCAI (2023)
Zahra Mirikharaji, Kumar Abhishek, Alceu Bissoto, Catarina Barata, Sandra Avila, Eduardo Valle, M. Emre Celebi, Ghassan Hamarneh
A survey on deep learning for skin lesion segmentation. Medical Image Anal. 88 (2023)
Levy G. Chaves, Alceu Bissoto, Eduardo Valle, Sandra Avila
The Performance of Transferability Metrics Does Not Translate to Medical Tasks. DART@MICCAI (2023)
Alceu Bissoto, Catarina Barata, Eduardo Valle, Sandra Avila
Test-Time Selection for Robust Skin Lesion Analysis. CoRR (2023)
Levy G. Chaves, Alceu Bissoto, Eduardo Valle, Sandra Avila
The Performance of Transferability Metrics does not Translate to Medical Tasks. CoRR (2023)
Alceu Bissoto, Catarina Barata, Eduardo Valle, Sandra Avila
Even Small Correlation and Diversity Shifts Pose Dataset-Bias Issues. CoRR (2023)
Luana Barros, Levy G. Chaves, Sandra Avila
Assessing the Generalizability of Deep Neural Networks-Based Models for Black Skin Lesions. CoRR (2023)
Gabriel Oliveira dos Santos, Diego A. B. Moreira, Alef Iury Ferreira, Jhessica Silva, Luiz Pereira, Pedro Bueno, Thiago Sousa, Helena Almeida Maia, Nádia Félix F. da Silva, Esther Colombini, Hélio Pedrini, Sandra Avila
CAPIVARA: Cost-Efficient Approach for Improving Multilingual CLIP Performance on Low-Resource Languages. CoRR (2023)
Raysa M. Benatti, Camila M. L. Villarroel, Sandra Avila, Esther Luna Colombini, Fabiana C. Severi
Should I disclose my dataset? Caveats between reproducibility and individual data rights. NLLP@EMNLP (2022)
Camila Laranjeira, João Macedo, Sandra Avila, Jefersson A. dos Santos
Seeing without Looking: Analysis Pipeline for Child Sexual Abuse Datasets. CoRR (2022)
Levy G. Chaves, Alceu Bissoto, Eduardo Valle, Sandra Avila
An Evaluation of Self-supervised Pre-training for Skin-Lesion Analysis. ECCV Workshops (4) (2022)
Raysa M. Benatti, Camila M. L. Villarroel, Sandra Avila, Esther Luna Colombini, Fabiana C. Severi
Should I disclose my dataset? Caveats between reproducibility and individual data rights. CoRR (2022)
Alceu Bissoto, Catarina Barata, Eduardo Valle, Sandra Avila
Artifact-Based Domain Generalization of Skin Lesion Models. CoRR (2022)
Zahra Mirikharaji, Catarina Barata, Kumar Abhishek, Alceu Bissoto, Sandra Avila, Eduardo Valle, M. Emre Celebi, Ghassan Hamarneh
A Survey on Deep Learning for Skin Lesion Segmentation. CoRR (2022)
Edson R. Bollis, Helena Almeida Maia, Hélio Pedrini, Sandra Avila
Weakly supervised attention-based models using activation maps for citrus mite and insect pest classification. Comput. Electron. Agric. 195 (2022)
Gabriel Oliveira dos Santos, Esther Luna Colombini, Sandra Avila
#PraCegoVer: A Large Dataset for Image Captioning in Portuguese. Data 7 (2) (2022)
Camila Laranjeira da Silva, Joao Macedo, Sandra Avila, Jefersson dos Santos
Seeing without Looking: Analysis Pipeline for Child Sexual Abuse Datasets. FAccT (2022)
Alceu Bissoto, Catarina Barata, Eduardo Valle, Sandra Avila
Artifact-Based Domain Generalization of Skin Lesion Models. ECCV Workshops (4) (2022)
Lívia Ruback, Denise Carvalho, Sandra Avila
Mitigando Vieses no Aprendizado de Máquina: Uma Análise Sociotécnica. Braz. J. Inf. Syst. 15 (1) (2022)
Alceu Bissoto, Eduardo Valle, Sandra Avila
GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review. CVPR Workshops (2021)
Levy Chaves, Alceu Bissoto, Eduardo Valle, Sandra Avila
An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis. CoRR (2021)
Gabriel Oliveira dos Santos, Esther Luna Colombini, Sandra Avila
CIDEr-R: Robust Consensus-based Image Description Evaluation. W-NUT (2021)
Gabriel Oliveira dos Santos, Esther Luna Colombini, Sandra Avila
#PraCegoVer: A Large Dataset for Image Captioning in Portuguese. CoRR (2021)
Alana de Santana Correia, Iury Cleveston, Viviane Bonadia dos Santos, Sandra Avila, Esther Luna Colombini
An Attentional Model for Earthquake Prediction Using Seismic Data. PAAMS (Workshops) (2021)
Alceu Bissoto, Eduardo Valle, Sandra Avila
GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review. CoRR (2021)
Gabriel Oliveira dos Santos, Esther Luna Colombini, Sandra Avila
CIDEr-R: Robust Consensus-based Image Description Evaluation. CoRR (2021)
Edson R. Bollis, Helena Almeida Maia, Hélio Pedrini, Sandra Avila
Weakly Supervised Attention-based Models Using Activation Maps for Citrus Mite and Insect Pest Classification. CoRR (2021)
Marcos Vinícius Adão Teixeira, Sandra Avila
What should we pay attention to when classifying violent videos? ARES (2021)
Vinícius Ribeiro, Sandra Avila, Eduardo Valle
Less is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation. CoRR (2020)
Edson R. Bollis, Hélio Pedrini, Sandra Avila
Weakly Supervised Learning Guided by Activation Mapping Applied to a Novel Citrus Pest Benchmark. CVPR Workshops (2020)
Edson R. Bollis, Hélio Pedrini, Sandra Avila
Weakly Supervised Learning Guided by Activation Mapping Applied to a Novel Citrus Pest Benchmark. CoRR (2020)
Eduardo Valle, Michel Fornaciali, Afonso Menegola, Julia Tavares, Flávia Vasques Bittencourt, Lin Tzy Li, Sandra Avila
Data, depth, and design: Learning reliable models for skin lesion analysis. Neurocomputing 383 (2020)
Vinícius Ribeiro, Sandra Avila, Eduardo Valle
Less is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation. CVPR Workshops (2020)
Alceu Bissoto, Eduardo Valle, Sandra Avila
Debiasing Skin Lesion Datasets and Models? Not So Fast. CoRR (2020)
Thiago T. Santos, Leonardo L. de Souza, Andreza A. dos Santos, Sandra Avila
Grape detection, segmentation, and tracking using deep neural networks and three-dimensional association. Comput. Electron. Agric. 170 (2020)
Alceu Bissoto, Eduardo Valle, Sandra Avila
Debiasing Skin Lesion Datasets and Models? Not So Fast. CVPR Workshops (2020)
Anselmo Ferreira, Siovani Cintra Felipussi, Ramon Pires, Sandra Avila, Geise Santos, Jorge Lambert, Jiwu Huang, Anderson Rocha
Eyes in the Skies: A Data-Driven Fusion Approach to Identifying Drug Crops From Remote Sensing Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12 (12) (2019)
Vinícius Ribeiro, Sandra Avila, Eduardo Valle
Handling Inter-Annotator Agreement for Automated Skin Lesion Segmentation. CoRR (2019)
Alceu Bissoto, Michel Fornaciali, Eduardo Valle, Sandra Avila
(De)Constructing Bias on Skin Lesion Datasets. CoRR (2019)
Thiago T. Santos, Leonardo L. de Souza, Andreza A. dos Santos, Sandra Avila
Grape detection, segmentation and tracking using deep neural networks and three-dimensional association. CoRR (2019)
Ramon Pires, Sandra Avila, Jacques Wainer, Eduardo Valle, Michael D. Abràmoff, Anderson Rocha
A data-driven approach to referable diabetic retinopathy detection. Artif. Intell. Medicine 96 (2019)
Alceu Bissoto, Michel Fornaciali, Eduardo Valle, Sandra Avila
(De)Constructing Bias on Skin Lesion Datasets. CVPR Workshops (2019)
Fábio Perez, Sandra Avila, Eduardo Valle
Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification. CoRR (2019)
Alceu Bissoto, Eduardo Valle, Sandra Avila
The Six Fronts of the Generative Adversarial Networks. CoRR (2019)
Eva Maia Malta, Sandra Avila, Edson Borin
Exploring the Cost-benefit of AWS EC2 GPU Instances for Deep Learning Applications. UCC (2019)
Akari Ishikawa, Edson R. Bollis, Sandra Avila
Combating the Elsagate phenomenon: Deep learning architectures for disturbing cartoons. CoRR (2019)
Alceu Bissoto, Fábio Perez, Eduardo Valle, Sandra Avila
Skin Lesion Synthesis with Generative Adversarial Networks. CoRR (2019)
Daniel Moreira, Sandra Avila, Mauricio Perez, Daniel Moraes, Vanessa Testoni, Eduardo Valle, Siome Goldenstein, Anderson Rocha
Multimodal data fusion for sensitive scene localization. Inf. Fusion 45 (2019)
Bruno Peixoto, Bahram Lavi, João Paulo Pereira Martin, Sandra Avila, Zanoni Dias, Anderson Rocha
Toward Subjective Violence Detection in Videos. ICASSP (2019)
Fábio Perez, Sandra Avila, Eduardo Valle
Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification. CVPR Workshops (2019)
Akari Ishikawa, Edson R. Bollis, Sandra Avila
Combating the Elsagate Phenomenon: Deep Learning Architectures for Disturbing Cartoons. IWBF (2019)
Fábio Perez, Cristina Vasconcelos, Sandra Avila, Eduardo Valle
Data Augmentation for Skin Lesion Analysis. CoRR (2018)
Fábio Perez, Cristina Vasconcelos, Sandra Avila, Eduardo Valle
Data Augmentation for Skin Lesion Analysis. OR 2.0/CARE/CLIP/ISIC@MICCAI (2018)
Bruno Malveira Peixoto, Sandra Avila, Zanoni Dias, Anderson Rocha
Breaking down violence: A deep-learning strategy to model and classify violence in videos. ARES (2018)
Alceu Bissoto, Fábio Perez, Eduardo Valle, Sandra Avila
Skin Lesion Synthesis with Generative Adversarial Networks. OR 2.0/CARE/CLIP/ISIC@MICCAI (2018)
Paulo Vitorino, Sandra Avila, Mauricio Perez, Anderson Rocha
Leveraging deep neural networks to fight child pornography in the age of social media. J. Vis. Commun. Image Represent. 50 (2018)
Alceu Bissoto, Fábio Perez, Vinícius Ribeiro, Michel Fornaciali, Sandra Avila, Eduardo Valle
Deep-Learning Ensembles for Skin-Lesion Segmentation, Analysis, Classification: RECOD Titans at ISIC Challenge 2018. CoRR (2018)
Afonso Menegola, Michel Fornaciali, Ramon Pires, Flávia Vasques Bittencourt, Sandra Avila, Eduardo Valle
Knowledge transfer for melanoma screening with deep learning. ISBI (2017)
Eduardo Valle, Michel Fornaciali, Afonso Menegola, Julia Tavares, Flávia Vasques Bittencourt, Lin Tzy Li, Sandra Avila
Data, Depth, and Design: Learning Reliable Models for Melanoma Screening. CoRR (2017)
Matheus Macedo Leonardo, Sandra Avila, Roberto A. Zucchi, Fábio Augusto Faria
Mid-level Image Representation for Fruit Fly Identification (Diptera: Tephritidae). eScience (2017)
Ramon Pires, Sandra Avila, Herbert F. Jelinek, Jacques Wainer, Eduardo Valle, Anderson Rocha
Automatic Diabetic Retinopathy detection using BossaNova representation. EMBC (2014)