Combining Methods to Stabilize and Increase Performance of Neural Network-Based Classifiers. - Fabricio A. Breve; Moacir P. Ponti Jr.; Nelson D. A. Mascarenhas (SIBGRAPI, 2005)

Multilayer Perceptron Classifier Combination for Identification of Materials on Noisy Soil Science Multispectral Images. - Fabricio A. Breve; Moacir P. Ponti Jr.; Nelson D. A. Mascarenhas (SIBGRAPI, 2007)

A Restoration and Extrapolation Iterative Method for Band-limited Fluorescence Microscopy Image. - Moacir P. Ponti Jr.; Nelson D. A. Mascarenhas; Cláudio A. T. Suazo (SIBGRAPI, 2007)

Does Background Intensity Estimation Influence the Iterative Restoration of Microscope Images? - Moacir P. Ponti Jr.; Nelson D. A. Mascarenhas (SIBGRAPI, 2010)

Microscope Volume Segmentation Improved through Non-Linear Restoration. - Moacir P. Ponti Jr. (Int. J. Nat. Comput. Res., 2010)

A Markov Random Field Model for Combining Optimum-Path Forest Classifiers Using Decision Graphs and Game Strategy Approach. - Moacir P. Ponti Jr.; João Paulo Papa; Alexandre L. M. Levada (CIARP, 2011)

Feature selection through gravitational search algorithm. - João Paulo Papa; Andre Pagnin; Silvana Artioli Schellini; André Augusto Spadotto; Rodrigo Capobianco Guido; Moacir P. Ponti Jr.; Giovani Chiachia; Alexandre X. Falcão (ICASSP, 2011)

Improving Accuracy and Speed of Optimum-Path Forest Classifier Using Combination of Disjoint Training Subsets. - Moacir P. Ponti Jr.; João P. Papa (MCS, 2011)

Combining Classifiers: From the Creation of Ensembles to the Decision Fusion. - Moacir P. Ponti Jr. (SIBGRAPI Tutorials, 2011)

Improving restoration of microscopy images using iterative prototypes and a sequence of support constraints. - Moacir P. Ponti Jr. (ICIP, 2012)

Green Coverage Detection on Sub-orbital Plantation Images Using Anomaly Detection. - Gabriel B. Paranhos da Costa; Moacir P. Ponti Jr. (CIARP (2), 2013)

Hand-Raising Gesture Detection with Lienhart-Maydt Method in Videoconference and Distance Learning. - Tiago S. Nazaré; Moacir P. Ponti Jr. (CIARP (2), 2013)

Compact color features with bitwise quantization and reduced resolution for mobile processing. - Moacir P. Ponti Jr.; Luciana C. Escobar (GlobalSIP, 2013)

Ensembles of Optimum-Path Forest Classifiers Using Input Data Manipulation and Undersampling. - Moacir P. Ponti Jr.; Isadora Rossi (MCS, 2013)

Partially Supervised Anomaly Detection Using Convex Hulls on a 2D Parameter Space. - Gabriel B. Paranhos da Costa; Moacir P. Ponti Jr.; Alejandro C. Frery (PSL, 2013)

Segmentation of Low-Cost Remote Sensing Images Combining Vegetation Indices and Mean Shift. - Moacir Ponti (IEEE Geosci. Remote. Sens. Lett., 2013)

Three-dimensional noisy image restoration using filtered extrapolation and deconvolution. - Moacir P. Ponti Jr.; Nelson D. A. Mascarenhas; Paulo Jorge S. G. Ferreira; Cláudio A. T. Suazo (Signal Image Video Process., 2013)

Color description of low resolution images using fast bitwise quantization and border-interior classification. - Moacir Ponti; Camila T. Picon (ICASSP, 2015)

Shot-HR: a video shot representation method based on visual features. - Tamires Tessarolli de Souza Barbieri; Tiago Henrique Trojahn; Moacir Ponti; Rudinei Goularte (SAC, 2015)

One-Class to Multi-Class Model Update Using the Class-Incremental Optimum-Path Forest Classifier. - Mateus Riva; Moacir Ponti; Teofilo de Campos (ECAI, 2016)

Improving Non-local Video Denoising with Local Binary Patterns and Image Quantization. - Welinton A. Contato; Tiago S. Nazaré; Gabriel B. Paranhos da Costa; Moacir Ponti; João do E. S. Batista Neto (SIBGRAPI, 2016)

Precision Agriculture: Using Low-Cost Systems to Acquire Low-Altitude Images. - Moacir Ponti; Arthur A. Chaves; Fábio R. Jorge; Gabriel B. Paranhos da Costa; Adimara Bentivoglio Colturato; Kalinka Regina Lucas Jaquie Castelo Branco (IEEE Computer Graphics and Applications, 2016)

Generalisation and Sharing in Triplet Convnets for Sketch based Visual Search. - Tu Bui; Leonardo Sampaio Ferraz Ribeiro; Moacir Ponti; John P. Collomosse (CoRR, 2016)

An empirical study on the effects of different types of noise in image classification tasks. - Gabriel B. Paranhos da Costa; Welinton A. Contato; Tiago S. Nazaré; João do E. S. Batista Neto; Moacir Ponti (CoRR, 2016)

Feature Extraction from Double Task Timed Up and Go Signals Applied to the Identification of Elderly Fallers. - Moacir Ponti; Patricia Bet; Caroline Oliveira; Paula C. Castro (CoRR, 2016)

Image quantization as a dimensionality reduction procedure in color and texture feature extraction. - Moacir Ponti; Tiago S. Nazaré; Gabriela S. Thumé (Neurocomputing, 2016)

Image Restoration Using Gradient Iteration and Constraints for Band Extrapolation. - Moacir Ponti; Elias S. Helou; Paulo Jorge S. G. Ferreira; Nelson D. A. Mascarenhas (IEEE J. Sel. Top. Signal Process., 2016)

Relevance Image Sampling from Collection Using Importance Selection on Randomized Optimum-Path Trees. - Moacir Antonelli Ponti (BRACIS, 2017)

Deep Convolutional Neural Networks and Noisy Images. - Tiago S. Nazaré; Gabriel B. Paranhos da Costa; Welinton A. Contato; Moacir Ponti (CIARP, 2017)

Optical-flow features empirical mode decomposition for motion anomaly detection. - Moacir Ponti; Tiago S. Nazaré; Josef Kittler (ICASSP, 2017)

Everything You Wanted to Know about Deep Learning for Computer Vision but Were Afraid to Ask. - Moacir Antonelli Ponti; Leonardo Sampaio Ferraz Ribeiro; Tiago Santana Nazaré; Tu Bui; John P. Collomosse (SIBGRAPI Tutorials, 2017)

Providing theoretical learning guarantees to Deep Learning Networks. - Rodrigo Fernandes de Mello; Martha Dais Ferreira; Moacir Antonelli Ponti (CoRR, 2017)

Compact descriptors for sketch-based image retrieval using a triplet loss convolutional neural network. - Tu Bui; Leonardo Sampaio Ferraz Ribeiro; Moacir Ponti; John P. Collomosse (Comput. Vis. Image Underst., 2017)

An incremental linear-time learning algorithm for the Optimum-Path Forest classifier. - Moacir Ponti; Mateus Riva (Inf. Process. Lett., 2017)

A decision cognizant Kullback-Leibler divergence. - Moacir Ponti; Josef Kittler; Mateus Riva; Teófilo Emídio de Campos; Cemre Zor (Pattern Recognit., 2017)

Machine Learning - A Practical Approach on the Statistical Learning Theory - Rodrigo Fernandes de Mello; Moacir Antonelli Ponti (Springer, 2018)

Deep Manifold Alignment for Mid-Grain Sketch Based Image Retrieval. - Tu Bui; Leonardo Sampaio Ferraz Ribeiro; Moacir Ponti; John P. Collomosse (ACCV (3), 2018)

Unsupervised Representation Learning Using Convolutional and Stacked Auto-Encoders: A Domain and Cross-Domain Feature Space Analysis. - Gabriel Biscaro Cavallari; Leonardo Sampaio Ferraz Ribeiro; Moacir Ponti (SIBGRAPI, 2018)

Color Quantization in Transfer Learning and Noisy Scenarios: An Empirical Analysis Using Convolutional Networks. - Tiago Santana de Nazaré; Gabriel de Barros Paranhos da Costa; Rodrigo Fernandes de Mello; Moacir Antonelli Ponti (SIBGRAPI, 2018)

Robust Feature Spaces from Pre-Trained Deep Network Layers for Skin Lesion Classification. - Fernando Pereira dos Santos; Moacir Antonelli Ponti (SIBGRAPI, 2018)

Sketching out the details: Sketch-based image retrieval using convolutional neural networks with multi-stage regression. - Tu Bui; Leonardo Sampaio Ferraz Ribeiro; Moacir Ponti; John P. Collomosse (Comput. Graph., 2018)

Computing the Shattering Coefficient of Supervised Learning Algorithms. - Rodrigo Fernandes de Mello; Moacir Antonelli Ponti; Carlos Henrique Grossi Ferreira (CoRR, 2018)

Como funciona o Deep Learning. - Moacir Antonelli Ponti; Gabriel B. Paranhos da Costa (CoRR, 2018)

Are pre-trained CNNs good feature extractors for anomaly detection in surveillance videos? - Tiago S. Nazaré; Rodrigo Fernandes de Mello; Moacir A. Ponti (CoRR, 2018)

Homogeneity Index as Stopping Criterion for Anisotropic Diffusion Filter. - Fernando Pereira dos Santos; Moacir Antonelli Ponti (CAIP (2), 2019)

Alignment of Local and Global Features from Multiple Layers of Convolutional Neural Network for Image Classification. - Fernando Pereira dos Santos; Moacir Antonelli Ponti (SIBGRAPI, 2019)

Supervised and unsupervised relevance sampling in handcrafted and deep learning features obtained from image collections. - Moacir A. Ponti; Gabriel B. Paranhos da Costa; Fernando Pereira dos Santos; Kaue U. Silveira (Appl. Soft Comput., 2019)

Fall detection and fall risk assessment in older person using wearable sensors: A systematic review. - Patricia Bet; Paula C. Castro; Moacir A. Ponti (Int. J. Medical Informatics, 2019)

Combining clustering and active learning for the detection and learning of new image classes. - Luiz F. S. Coletta; Moacir Ponti; Eduardo R. Hruschka; Ayan Acharya; Joydeep Ghosh (Neurocomputing, 2019)

Generalization of feature embeddings transferred from different video anomaly detection domains. - Fernando Pereira dos Santos; Leonardo Sampaio Ferraz Ribeiro; Moacir A. Ponti (J. Vis. Commun. Image Represent., 2019)

Sketchformer: Transformer-Based Representation for Sketched Structure. - Leo Sampaio Ferraz Ribeiro; Tu Bui; John P. Collomosse; Moacir Ponti (CVPR, 2020)

End-To-End Speech Synthesis Applied to Brazilian Portuguese. - Edresson Casanova; Arnaldo Cândido Júnior; Frederico Santos de Oliveira; Christopher Shulby; João Paulo Teixeira 002; Moacir Antonelli Ponti; Sandra Maria Aluísio (CoRR, 2020)

Learning image features with fewer labels using a semi-supervised deep convolutional network. - Fernando Pereira dos Santos; Cemre Zor; Josef Kittler; Moacir A. Ponti (Neural Networks, 2020)

Speech2Phone: A Novel and Efficient Method for Training Speaker Recognition Models. - Edresson Casanova; Arnaldo Cândido Júnior; Christopher Shulby; Frederico Santos de Oliveira; Lucas Rafael Stefanel Gris; Hamilton Pereira da Silva; Sandra Maria Aluísio; Moacir Antonelli Ponti (BRACIS (2), 2021)

Scene Designer: a Unified Model for Scene Search and Synthesis from Sketch. - Leo Sampaio Ferraz Ribeiro; Tu Bui; John P. Collomosse; Moacir Ponti (ICCVW, 2021)

Interactive protocol for acquisition of migraine diaries with a mobile app and machine learning data analysis. - Tatiane Vieira Alves; Kamila Rios da Hora Rodrigues; Moacir Antonelli Ponti (IHC, 2021)

Transfer Learning and Data Augmentation Techniques to the COVID-19 Identification Tasks in ComParE 2021. - Edresson Casanova; Arnaldo Candido Jr.; Ricardo Corso Fernandes Junior; Marcelo Finger; Lucas Rafael Stefanel Gris; Moacir Antonelli Ponti; Daniel Peixoto Pinto da Silva (Interspeech, 2021)

SC-GlowTTS: An Efficient Zero-Shot Multi-Speaker Text-To-Speech Model. - Edresson Casanova; Christopher Shulby; Eren Gölge; Nicolas Michael Müller; Frederico Santos de Oliveira; Arnaldo Candido Jr.; Anderson da Silva Soares; Sandra Maria Aluísio; Moacir Antonelli Ponti (Interspeech, 2021)

Semi-supervised siamese network using self-supervision under scarce annotation improves class separability and robustness to attack. - Gabriel Biscaro Cavallari; Moacir A. Ponti (SIBGRAPI, 2021)

Training Deep Networks from Zero to Hero: avoiding pitfalls and going beyond. - Moacir A. Ponti; Fernando Pereira dos Santos; Leo Sampaio Ferraz Ribeiro; Gabriel Biscaro Cavallari (SIBGRAPI, 2021)

Data Augmentation Guidelines for Cross-Dataset Transfer Learning and Pseudo Labeling. - Fernando Pereira dos Santos; Gabriela Salvador Thumé; Moacir Antonelli Ponti (SIBGRAPI, 2021)

Investigating 3D Convolutional Layers as Feature Extractors for Anomaly Detection Systems Applied to Surveillance Videos. - Tiago S. Nazaré; Rodrigo Fernandes de Mello; Moacir A. Ponti (VISIGRAPP (5: VISAPP), 2021)

A Visual Mining Approach to Improved Multiple- Instance Learning. - Sonia Castelo; Moacir Ponti; Rosane Minghim (Algorithms, 2021)

Cattle counting in the wild with geolocated aerial images in large pasture areas. - Victor Hugo Andrade Soares; Moacir A. Ponti; R. A. Gonçalves; Ricardo J. G. B. Campello (Comput. Electron. Agric., 2021)

Frontmatter. - Maristela Terto de Holanda; Daniel Cardoso Moraes de Oliveira; Moacir Antonelli Ponti (J. Inf. Data Manag., 2021)

Editorial. - Maristela Terto de Holanda; Daniel Cardoso Moraes de Oliveira; Moacir Antonelli Ponti (J. Inf. Data Manag., 2021)

Diagnosis of Leukaemia in Blood Slides Based on a Fine-Tuned and Highly Generalisable Deep Learning Model. - Luis H. S. Vogado; Rodrigo Veras; Kelson Rômulo Teixeira Aires; Flávio H. D. Araújo; Romuere R. V. Silva; Moacir Ponti; João Manuel R. S. Tavares (Sensors, 2021)

The Use of Digital Reports to Support the Visualization and Identification of University Dropout Data. - Rodolfo S. S. dos Santos; Moacir A. Ponti; Kamila Rios da Hora Rodrigues (HCI (4), 2022)

YourTTS: Towards Zero-Shot Multi-Speaker TTS and Zero-Shot Voice Conversion for Everyone. - Edresson Casanova; Julian Weber; Christopher Dane Shulby; Arnaldo Cândido Júnior; Eren Gölge; Moacir A. Ponti (ICML, 2022)

Detecting and mitigating issues in image-based COVID-19 diagnosis. - João Marcos Cardoso da Silva; Pedro Martelleto Bressane Rezende; Moacir Antonelli Ponti (Healthcare AI and COVID-19 Workshop, 2022)

Deep Depth Completion of Low-cost Sensor Indoor RGB-D using Euclidean Distance-based Weighted Loss and Edge-aware Refinement. - Augusto Ribeiro Castro; Valdir Grassi Jr.; Moacir A. Ponti (VISIGRAPP (4: VISAPP), 2022)

Implementing simple spectral denoising for environmental audio recordings. - Fábio Felix Dias; Moacir Antonelli Ponti; Rosane Minghim (CoRR, 2022)

A single speaker is almost all you need for automatic speech recognition. - Edresson Casanova; Christopher Shulby; Alexander Korolev; Arnaldo Cândido Júnior; Anderson da Silva Soares; Sandra M. Aluísio; Moacir Antonelli Ponti (CoRR, 2022)

Improving Data Quality with Training Dynamics of Gradient Boosting Decision Trees. - Moacir Antonelli Ponti; Lucas de Angelis Oliveira; Juan Martín Román; Luis Argerich (CoRR, 2022)

TTS-Portuguese Corpus: a corpus for speech synthesis in Brazilian Portuguese. - Edresson Casanova; Arnaldo Cândido Júnior; Christopher Shulby; Frederico Santos de Oliveira; João Paulo Ramos Teixeira; Moacir Antonelli Ponti; Sandra M. Aluísio (Lang. Resour. Evaluation, 2022)

A classification and quantification approach to generate features in soundscape ecology using neural networks. - Fábio Felix Dias; Moacir Antonelli Ponti; Rosane Minghim (Neural Comput. Appl., 2022)

Robust image features for classification and zero-shot tasks by merging visual and semantic attributes. - Damares Crystina Oliveira de Resende; Moacir Antonelli Ponti (Neural Comput. Appl., 2022)

Analyzing College Student Dropout Risk Prediction in Real Data Using Walk-Forward Validation. - Rodolfo S. S. dos Santos; Moacir Antonelli Ponti; Kamila Rios da Hora Rodrigues (BRACIS (1), 2023)

A Cross-Dataset Study on the Brazilian Sign Language Translation. - Amanda Hellen de Avellar Sarmento; Moacir Antonelli Ponti (ICCV (Workshops), 2023)

ASR data augmentation in low-resource settings using cross-lingual multi-speaker TTS and cross-lingual voice conversion. - Edresson Casanova; Christopher Shulby; Alexander Korolev; Arnaldo Cândido Júnior; Anderson da Silva Soares; Sandra M. Aluísio; Moacir Antonelli Ponti (INTERSPEECH, 2023)

Sketch-an-Anchor: Sub-epoch Fast Model Adaptation for Zero-shot Sketch-based Image Retrieval. - Leo Sampaio Ferraz Ribeiro; Moacir Antonelli Ponti (CoRR, 2023)

Dendrogram distance: an evaluation metric for generative networks using hierarchical clustering. - Gustavo Sutter Carvalho; Moacir Antonelli Ponti (CoRR, 2023)

Evaluation of Barlow Twins and VICReg self-supervised learning for sound patterns of bird and anuran species. - Fábio Felix Dias; Moacir Antonelli Ponti; Milton Cezar Ribeiro; Rosane Minghim (CoRR, 2023)

Scene designer: compositional sketch-based image retrieval with contrastive learning and an auxiliary synthesis task. - Leo Sampaio Ferraz Ribeiro; Tu Bui; John P. Collomosse; Moacir Ponti (Multim. Tools Appl., 2023)

TTS applied to the generation of datasets for automatic speech recognition. - Edresson Casanova; Sandra M. Aluísio; Moacir Antonelli Ponti (PROPOR (1), 2024)

Accent Classification is Challenging but Pre-training Helps: a case study with novel Brazilian Portuguese datasets. - Ariadne Matos; Gustavo Araújo; Arnaldo Cândido Júnior; Moacir Ponti (PROPOR (1), 2024)

Decoupling Decision-Making in Fraud Prevention through Classifier Calibration for Business Logic Action. - Emanuele Luzio; Moacir Ponti; Christian Ramirez Arevalo; Luis Argerich (SAC, 2024)

Multi-attribute, graph-based approach for duplicate cattle removal and counting in large pasture areas from multiple aerial images. - Victor Hugo Andrade Soares; Moacir A. Ponti; Ricardo J. G. B. Campello (Comput. Electron. Agric., 2024)

Integrating wavelet transformation for end-to-end direct signal classification. - Otávio V. Ribeiro-Filho; Moacir A. Ponti; Millaray Curilem; Ricardo Araújo Rios (Digit. Signal Process., 2025)

Enhancing sound-based classification of birds and anurans with spectrogram representations and acoustic indices in neural network architectures. - Fábio Felix Dias; Moacir Antonelli Ponti; Rosane Minghim (Ecol. Informatics, 2025)

Leveraging Optimal Methods for Diverse Skin Types Classification in Images for Reduced Bias. - Luiz Augusto Vieira Manoel; Moacir Antonelli Ponti (RITA, 2025)

Real-Time Anomaly Detection with Synthetic Anomaly Monitoring (SAM). - Emanuele Luzio; Moacir Antonelli Ponti (CoRR, 2025)

Back to the Future Cyclopean Stereo: a human perception approach unifying deep and geometric constraints. - Sherlon Almeida da Silva; Davi Geiger; Luiz Velho 001; Moacir Antonelli Ponti (CoRR, 2025)

The Role of Cyclopean-Eye in Stereo Vision. - Sherlon Almeida da Silva; Davi Geiger; Luiz Velho 001; Moacir Antonelli Ponti (CoRR, 2025)