Recent Publications

All Publications

Value in Health’20

In: ISIC Skin Image Analysis Workshop at CVPR’20

In: ISIC Skin Image Analysis Workshop at CVPR’20

In: Agriculture-Vision: Challenges & Opportunities for Computer Vision in Agriculture at CVPR’20

Neurocomputing’20

Ph.D. Students

Alceu Bissoto (IC/Unicamp), “Generating unlimited skin lesion analysis with generative adversarial networks”, Scholarship: CAPES (June 2020), FAPESP & Google LARA 2020

Edson Bollis (IC/Unicamp), “Weakly supervised multiple instance learning method to automate Integrated Pest Management”, Supervisors: Sandra Avila, Hélio Pedrini, Scholarship: CAPES

M.Sc. Students

Andressa Marçal (IC/Unicamp), “Análise de vieses em modelos de aprendizado profundo para prognóstico de doenças respiratórias”

Giovanna Antonieti (IC/Unicamp), “Análise de métodos de interpretabilidade de redes neurais profundas para a classificação de Elsagate”

Levy Gurgel (IC/Unicamp), “Analyzing skin lesions through the lens of self-supervision”, Scholarship: CAPES (February 2021) & QuintoAndar

Lucas de Magalhães Araújo (IC/Unicamp), Supervisors: Edson Borin, Sandra Avila

Marta Fernandez (FEEC/Unicamp), Supervisors: Tiago Tavares, Sandra Avila

Paulo Júnio Reis Rodrigues (IC/Unicamp), “Domain adaptation for skin cancer classification”

Pedro Valois (IC/Unicamp), “Leveraging self-supervised learning to classify CSAM”

Raysa Benatti (IC/Unicamp), “Revealing gender biases in court decisions with natural language processing”, Supervisors: Esther Colombini, Sandra Avila

Rosa Paccotacya Yanque (IC/Unicamp), “Explainable deep learning models for skin lesion analysis”, Scholarship: CNPq

Thamiris Coelho (IC/Unicamp), “Few-shot image classification for CSAM”

Tito Rezende (IC/Unicamp), “Calculadora de risco cardiovascular utilizando redes neurais profundas em dados tabulares”, Supervisors: Sandra Avila, Luiz Sérgio F. de Carvalho

Vanessa Sidrim (IC/Unicamp), “AutoML for fault detection in electrical power insulators”, Scholarship: CAPES (May 2019) & FITec (February 2021)

Undergraduate Students

Gabriel Oliveira dos Santos (IC/Unicamp) “#PraCegoVer: audiodescrição automática de imagens”, Supervisors: Sandra Avila, Esther Colombini, Scholarship: FAEPEX/Unicamp (December/2019) & FAPESP

Marcela Medicina (IMECC/Unicamp), “Detecção de viés de gênero via processamento de linguagem natural”, Supervisors: Sandra Avila, Esther Colombini, Scholarship: PIBIC/CNPq/Unicamp

Victória Pedrazzoli Ferreira (IC/Unicamp), “Aprendizado de máquina para o monitoramento automático de publicidades de alimentos”

Wesna Simone Bulla de Araujo (FEEC/Unicamp), “Avaliação de ferramentas para identificação e mitigação de vieses na classificação de melanoma”

Teaching

MC102: Algoritmos e Programação de Computadores 1s2021, 1s2020, 1s2019, 1s2018

MC886: Aprendizado de Máquina 2s2020, 2s2019, 2s2018, 2s2017

M0434: Deep Learning 2s2020, 2s2019

2020: Google Research Awards, Google LARA 2020: Latin America Research Awards, “Rethinking Automated Skin Cancer Classification with Unsupervised Representation Learning — Extension”

2020: BRICS Young Scientist (Artificial Intelligence), 5th BRICS Young Scientist Forum

2020: Scientific Merit, XXVIII Congresso {Virtual} de Iniciação Científica da Unicamp, “#PraCegoVer: Automatic Image Audiodescription” Video, Undergraduate student: Gabriel Oliveira dos Santos

2020: Best Master’s Thesis Award, Workshop of Theses and Dissertations (WTD), Conference on Graphics, Patterns and Images (SIBGRAPI), “Improving Skin Cancer Analysis with Generative Adversarial Networks”, M.Sc.: Alceu Bissoto

2020: Best Master’s Thesis Award, Concurso de Teses e Dissertações (CTD), Simpósio Brasileiro de Computação Aplicada à Saúde (SBCAS), “Análise de Lesões de Pele usando Redes Generativas Adversariais”, M.Sc.: Alceu Bissoto, Video

2020: Honorable Mention Award, ISIC Skin Image Analysis Workshop at CVPR, “Debiasing skin lesion datasets and models? Not so fast”

Contact

  • sandra@ic.unicamp.br
  • Office 6, Institute of Computing
  • Av. Albert Einstein, 1251, Cidade Universitária Zeferino Vaz, 13083-852, Campinas/SP, Brazil