Learning to Annotate Clothes in Everyday Photos: Multi-modal, Multi-label, Multi-instance Approach. - Adriano Alonso Veloso; Jefersson Alex dos Santos; Keiller Nogueira (SIBGRAPI, 2014)

Coffee Crop Recognition Using Multi-scale Convolutional Neural Networks. - Keiller Nogueira; William Robson Schwartz; Jefersson Alex dos Santos (CIARP, 2015)

Do deep features generalize from everyday objects to remote sensing and aerial scenes domains? - Otávio Augusto Bizetto Penatti; Keiller Nogueira; Jefersson Alex dos Santos (CVPR Workshops, 2015)

RECOD @ Placing Task of MediaEval 2015. - Lin Tzy Li; Javier A. V. Muñoz; Jurandy Almeida; Rodrigo Tripodi Calumby; Otávio Augusto Bizetto Penatti; Ícaro C. Dourado; Keiller Nogueira; Pedro Ribeiro Mendes Júnior; Luís A. M. Pereira; Daniel Carlos Guimarães Pedronette; Jefersson Alex dos Santos; Marcos André Gonçalves; et al. (MediaEval, 2015)

Improving Spatial Feature Representation from Aerial Scenes by Using Convolutional Networks. - Keiller Nogueira; Waner O. Miranda; Jefersson Alex dos Santos (SIBGRAPI, 2015)

Learning to semantically segment high-resolution remote sensing images. - Keiller Nogueira; Mauro Dalla Mura; Jocelyn Chanussot; William Robson Schwartz; Jefersson A. dos Santos (ICPR, 2016)

RECOD @ Placing Task of MediaEval 2016: A Ranking Fusion Approach for Geographic-Location Prediction of Multimedia Objects. - Javier A. V. Muñoz; Lin Tzy Li; Ícaro C. Dourado; Keiller Nogueira; Samuel G. Fadel; Otávio Augusto Bizetto Penatti; Jurandy Almeida; Luís A. M. Pereira; Rodrigo Tripodi Calumby; Jefersson A. dos Santos; Ricardo da Silva Torres (MediaEval, 2016)

Pointwise and pairwise clothing annotation: combining features from social media. - Keiller Nogueira; Adriano Alonso Veloso; Jefersson Alex dos Santos (Multim. Tools Appl., 2016)

Semantic segmentation of vegetation images acquired by unmanned aerial vehicles using an ensemble of ConvNets. - Keiller Nogueira; Jefersson A. dos Santos; Leonardo Cancian; Bruno D. Borges; Thiago S. F. Silva; Leonor Patricia C. Morellato; Ricardo da Silva Torres (IGARSS, 2017)

Deep contextual description of superpixels for aerial urban scenes classification. - Tiago M. H. C. Santana; Keiller Nogueira; Alexei Manso Corrêa Machado; Jefersson A. dos Santos (IGARSS, 2017)

Data-Driven Flood Detection using Neural Networks. - Keiller Nogueira; Samuel G. Fadel; Ícaro C. Dourado; Rafael de Oliveira Werneck; Javier A. V. Muñoz; Otávio A. B. Penatti; Rodrigo Tripodi Calumby; Lin Li; Jefersson Alex dos Santos; Ricardo da Silva Torres (MediaEval, 2017)

Learning Deep Features on Multiple Scales for Coffee Crop Recognition. - Rafael Baeta; Keiller Nogueira; David Menotti; Jefersson A. dos Santos (SIBGRAPI, 2017)

Towards better exploiting convolutional neural networks for remote sensing scene classification. - Keiller Nogueira; Otávio Augusto Bizetto Penatti; Jefersson A. dos Santos (Pattern Recognit., 2017)

Dynamic Multi-Scale Semantic Segmentation based on Dilated Convolutional Networks. - Keiller Nogueira; Mauro Dalla Mura; Jocelyn Chanussot; William Robson Schwartz; Jefersson A. dos Santos (CoRR, 2018)

Exploiting ConvNet Diversity for Flooding Identification. - Keiller Nogueira; Samuel G. Fadel; Ícaro C. Dourado; Rafael de Oliveira Werneck; Javier A. V. Muñoz; Otávio A. B. Penatti; Rodrigo Tripodi Calumby; Lin Tzy Li; Jefersson A. dos Santos; Ricardo da Silva Torres (IEEE Geosci. Remote. Sens. Lett., 2018)

An Introduction to Deep Morphological Networks. - Keiller Nogueira; Jocelyn Chanussot; Mauro Dalla Mura; William Robson Schwartz; Jefersson A. dos Santos (CoRR, 2019)

Spatio-Temporal Vegetation Pixel Classification by Using Convolutional Networks. - Keiller Nogueira; Jefersson A. dos Santos; Nathalia Menini; Thiago S. F. Silva; Leonor Patricia C. Morellato; Ricardo da Silva Torres (IEEE Geosci. Remote. Sens. Lett., 2019)

Dynamic Multicontext Segmentation of Remote Sensing Images Based on Convolutional Networks. - Keiller Nogueira; Mauro Dalla Mura; Jocelyn Chanussot; William Robson Schwartz; Jefersson Alex dos Santos (IEEE Trans. Geosci. Remote. Sens., 2019)

Towards Open-Set Semantic Segmentation of Aerial Images. - Caio C. V. da Silva; Keiller Nogueira; Hugo N. Oliveira 001; Jefersson A. dos Santos (CoRR, 2020)

AiRound and CV-BrCT: Novel Multi-View Datasets for Scene Classification. - Gabriel L. S. Machado; Edemir Ferreira; Keiller Nogueira; Hugo N. Oliveira 001; Pedro H. T. Gama; Jefersson A. dos Santos (CoRR, 2020)

Facing Erosion Identification in Railway Lines Using Pixel-Wise Deep-Based Approaches. - Keiller Nogueira; Gabriel L. S. Machado; Pedro H. T. Gama; Caio C. V. da Silva; Remis Balaniuk; Jefersson A. dos Santos (Remote. Sens., 2020)

Segmentation of Tree Canopies in Urban Environments Using Dilated Convolutional Neural Network. - José Augusto Correa Martins; Keiller Nogueira; Pedro Zamboni; Paulo Tarso Sanches de Oliveira; Wesley Nunes Gonçalves; Jefersson A. dos Santos; José Marcato Junior (IGARSS, 2021)

Security and Forensics Exploration of Learning-based Image Coding. - Deepayan Bhowmik; Mohamed Elawady; Keiller Nogueira (VCIP, 2021)

An Introduction to Deep Morphological Networks. - Keiller Nogueira; Jocelyn Chanussot; Mauro Dalla Mura; Jefersson A. dos Santos (IEEE Access, 2021)

Semantic Segmentation of Tree-Canopy in Urban Environment with Pixel-Wise Deep Learning. - José Augusto Correa Martins; Keiller Nogueira; Lucas Prado Osco; Felipe David Georges Gomes; Danielle Elis Garcia Furuya; Wesley Nunes Gonçalves; Diego André Sant'Ana; Ana Paula Marques Ramos; Veraldo Liesenberg; Jefersson Alex dos Santos; Paulo Tarso Sanches de Oliveira; José Marcato Junior (Remote. Sens., 2021)

Benchmarking Anchor-Based and Anchor-Free State-of-the-Art Deep Learning Methods for Individual Tree Detection in RGB High-Resolution Images. - Pedro Zamboni; José Marcato Junior; Jonathan de Andrade Silva; Gabriela Takahashi Miyoshi; Edson Takashi Matsubara; Keiller Nogueira; Wesley Nunes Gonçalves (Remote. Sens., 2021)

AiRound and CV-BrCT: Novel Multiview Datasets for Scene Classification. - Gabriel L. S. Machado; Edemir Ferreira; Keiller Nogueira; Hugo N. Oliveira 001; Matheus Brito; Pedro Henrique Targino Gama; Jefersson Alex dos Santos (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

MTLSegFormer: Multi-task Learning with Transformers for Semantic Segmentation in Precision Agriculture. - Diogo Nunes Gonçalves; José Marcato Jr.; Pedro Zamboni; Hemerson Pistori; Jonathan Li 001; Keiller Nogueira; Wesley Nunes Gonçalves (CVPR Workshops, 2023)

Paving the Way for Automatic Mapping of Rural Roads in the Amazon Rainforest. - Lucas Costa de Faria; Matheus Brito; Keiller Nogueira; Jefersson A. dos Santos (SIBGRAPI, 2023)

GMM-IL: Image Classification Using Incrementally Learnt, Independent Probabilistic Models for Small Sample Sizes. - Penny Johnston; Keiller Nogueira; Kevin Swingler (IEEE Access, 2023)

NS-IL: Neuro-Symbolic Visual Question Answering Using Incrementally Learnt, Independent Probabilistic Models for Small Sample Sizes. - Penny Johnston; Keiller Nogueira; Kevin Swingler (IEEE Access, 2023)

Facing the Void: Overcoming Missing Data in Multi-View Imagery. - Gabriel L. S. Machado; Matheus Barros Pereira; Keiller Nogueira; Jefersson A. dos Santos (IEEE Access, 2023)

Data-Centric Machine Learning for Geospatial Remote Sensing Data. - Ribana Roscher; Marc Rußwurm; Caroline Gevaert; Michael Kampffmeyer; Jefersson A. dos Santos; Maria Vakalopoulou; Ronny Hänsch; Stine Hansen; Keiller Nogueira; Jonathan Prexl; Devis Tuia (CoRR, 2023)

Fully convolutional open set segmentation. - Hugo N. Oliveira 001; Caio C. V. da Silva; Gabriel L. S. Machado; Keiller Nogueira; Jefersson A. dos Santos (Mach. Learn., 2023)

Prototypical Contrastive Network for Imbalanced Aerial Image Segmentation. - Keiller Nogueira; Mayara Maezano Faita Pinheiro; Ana Paula Marques Ramos; Wesley Nunes Gonçalves; José Marcato Junior; Jefersson A. dos Santos (WACV, 2024)

Core-Set Selection for Data-efficient Land Cover Segmentation. - Keiller Nogueira; Akram Zaytar; Wanli Ma; Ribana Roscher; Ronny Hänsch; Caleb Robinson; Anthony Ortiz; Simone Fobi Nsutezo; Rahul Dodhia; Juan M. Lavista Ferres; Oktay Karakus; Paul L. Rosin (CoRR, 2025)