Efficient and Flexible Cluster-and-Search for CBIR. - Anderson Rocha 001; Jurandy Almeida; Mario A. Nascimento; Ricardo da Silva Torres; Siome Goldenstein (ACIVS, 2008)

Making colors worth more than a thousand words. - Jurandy Almeida; Anderson Rocha 001; Ricardo da Silva Torres; Siome Goldenstein (SAC, 2008)

Evaluation of Approaches for Dimensionality Reduction Applied with Naive Bayes Anti-Spam Filters. - Tiago A. Almeida 001; Akebo Yamakami; Jurandy Almeida (ICMLA, 2009)

Robust Estimation of Camera Motion Using Optical Flow Models. - Jurandy Almeida; Rodrigo Minetto; Tiago A. Almeida 001; Ricardo da Silva Torres; Neucimar Jerônimo Leite (ISVC (1), 2009)

BP-tree: an efficient index for similarity search in high-dimensional metric spaces. - Jurandy Almeida; Ricardo da Silva Torres; Neucimar Jerônimo Leite (CIKM, 2010)

Rapid Video Summarization on Compressed Video. - Jurandy Almeida; Ricardo da Silva Torres; Neucimar Jerônimo Leite (ISM, 2010)

Probabilistic anti-spam filtering with dimensionality reduction. - Tiago A. Almeida 001; Akebo Yamakami; Jurandy Almeida (SAC, 2010)

Filtering spams using the minimum description length principle. - Tiago A. Almeida 001; Akebo Yamakami; Jurandy Almeida (SAC, 2010)

DAHC-tree: An Effective Index for Approximate Search in High-Dimensional Metric Spaces. - Jurandy Almeida; Eduardo Valle; Ricardo da Silva Torres; Neucimar Jerônimo Leite (J. Inf. Data Manag., 2010)

Rapid Cut Detection on Compressed Video. - Jurandy Almeida; Neucimar J. Leite; Ricardo da Silva Torres (CIARP, 2011)

Comparison of video sequences with histograms of motion patterns. - Jurandy Almeida; Neucimar J. Leite; Ricardo da Silva Torres (ICIP, 2011)

Reusing a compound-based infrastructure for searching video stories. - Nádia P. Kozievitch; Jurandy Almeida; Ricardo da Silva Torres; André Santanchè; Neucimar J. Leite (IRI, 2011)

RECOD Working Notes for Placing Task MediaEval 2011. - Lin Tzy Li; Jurandy Almeida; Ricardo da Silva Torres (MediaEval, 2011)

Navigating Through Video Stories Using Clustering Sets. - Sheila M. Pinto-Caceres; Jurandy Almeida; Vânia Paula de Almeida Néris; Maria Cecília Calani Baranauskas; Neucimar J. Leite; Ricardo da Silva Torres (Int. J. Multim. Data Eng. Manag., 2011)

Towards a Formal Theory for Complex Objects and Content-Based Image Retrieval. - Nádia P. Kozievitch; Jurandy Almeida; Ricardo da Silva Torres; Neucimar J. Leite; Marcos André Gonçalves; Uma Murthy; Edward A. Fox (J. Inf. Data Manag., 2011)

Spam filtering: how the dimensionality reduction affects the accuracy of Naive Bayes classifiers. - Tiago A. Almeida 001; Jurandy Almeida; Akebo Yamakami (J. Internet Serv. Appl., 2011)

Recuperação de vídeos comprimidos por conteúdo (Content-based retrieval of compressed videos) - Jurandy Gomes de Almeida Junior (2011)

Fusion of Local and Global Descriptors for Content-Based Image and Video Retrieval. - Felipe S. P. Andrade; Jurandy Almeida; Hélio Pedrini; Ricardo da Silva Torres (CIARP, 2012)

Remote phenology: Applying machine learning to detect phenological patterns in a cerrado savanna. - Jurandy Almeida; Jefersson Alex dos Santos; Bruna Alberton; Ricardo da Silva Torres; Leonor Patricia C. Morellato (eScience, 2012)

Multimedia multimodal geocoding. - Lin Tzy Li; Daniel Carlos Guimarães Pedronette; Jurandy Almeida; Otávio Augusto Bizetto Penatti; Rodrigo Tripodi Calumby; Ricardo da Silva Torres (SIGSPATIAL/GIS, 2012)

UNICAMP-UFMG at MediaEval 2012: Genre Tagging Task. - Jurandy Almeida; Thiago Salles; Eder Ferreira Martins; Otávio Augusto Bizetto Penatti; Ricardo da Silva Torres; Marcos André Gonçalves; Jussara M. Almeida (MediaEval, 2012)

A Multimodal Approach for Video Geocoding. - Lin Tzy Li; Jurandy Almeida; Daniel Carlos Guimarães Pedronette; Otávio Augusto Bizetto Penatti; Ricardo da Silva Torres (MediaEval, 2012)

A visual approach for video geocoding using bag-of-scenes. - Otávio Augusto Bizetto Penatti; Lin Tzy Li; Jurandy Almeida; Ricardo da Silva Torres (ICMR, 2012)

VISON: VIdeo Summarization for ONline applications. - Jurandy Almeida; Neucimar J. Leite; Ricardo da Silva Torres (Pattern Recognit. Lett., 2012)

Plant Species Identification with Phenological Visual Rhythms. - Jurandy Almeida; Jefersson Alex dos Santos; Bruna Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres (e-Science, 2013)

Visual rhythm-based time series analysis for phenology studies. - Jurandy Almeida; Jefersson Alex dos Santos; Bruna Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres (ICIP, 2013)

Shape-based time series analysis for remote phenology studies. - Ricardo da Silva Torres; Makoto Hasegawa; Salvatore Tabbone; Jurandy Almeida; Jefersson Alex dos Santos; Bruna Alberton; Leonor Patricia C. Morellato (IGARSS, 2013)

Multimodal Image Geocoding: The 2013 RECOD's Approach. - Lin Tzy Li; Jurandy Almeida; Otávio Augusto Bizetto Penatti; Rodrigo Tripodi Calumby; Daniel Carlos Guimarães Pedronette; Marcos André Gonçalves; Ricardo da Silva Torres (MediaEval, 2013)

A Multiple Labeling-Based Optimum-Path Forest for Video Content Classification. - Luís A. M. Pereira; João Paulo Papa; Jurandy Almeida; Ricardo da Silva Torres; Willian Paraguassu Amorim (SIBGRAPI, 2013)

Online video summarization on compressed domain. - Jurandy Almeida; Neucimar J. Leite; Ricardo da Silva Torres (J. Vis. Commun. Image Represent., 2013)

Unsupervised Manifold Learning for Video Genre Retrieval. - Jurandy Almeida; Daniel Carlos Guimarães Pedronette; Otávio Augusto Bizetto Penatti (CIARP, 2014)

Static Video Summarization through Optimum-Path Forest Clustering. - Guilherme Brandão Martins; Luis Claudio Sugi Afonso; Daniel Osaku; Jurandy Almeida; João P. Papa (CIARP, 2014)

Phenological Event Detection by Visual Rhythms Dissimilarity Analysis. - Lilian Chaves Brandao dos Santos; Jurandy Almeida; Jefersson Alex dos Santos; Silvio Jamil Ferzoli Guimarães; Arnaldo de Albuquerque Araújo; Bruna Alberton; Leonor Patricia Cerdeira Morellato; Ricardo da Silva Torres (eScience, 2014)

Evaluation of Time Series Distance Functions in the Task of Detecting Remote Phenology Patterns. - Jose C. Conti; Fábio Augusto Faria; Jurandy Almeida; Bruna Alberton; Leonor Patricia C. Morellato; Luiz Camolesi Jr.; Ricardo da Silva Torres (ICPR, 2014)

Multimedia Geocoding: The RECOD 2014 Approach. - Lin Tzy Li; Otávio Augusto Bizetto Penatti; Jurandy Almeida; Giovani Chiachia; Rodrigo Tripodi Calumby; Pedro Ribeiro Mendes Júnior; Daniel Carlos Guimarães Pedronette; Ricardo da Silva Torres (MediaEval, 2014)

Using phenological cameras to track the green up in a cerrado savanna and its on-the-ground validation. - Bruna Alberton; Jurandy Almeida; Raimund Helm; Ricardo da Silva Torres; Annette Menzel; Leonor Patricia C. Morellato (Ecol. Informatics, 2014)

Applying machine learning based on multiscale classifiers to detect remote phenology patterns in Cerrado savanna trees. - Jurandy Almeida; Jefersson Alex dos Santos; Bruna Alberton; Ricardo da Silva Torres; Leonor Patricia C. Morellato (Ecol. Informatics, 2014)

A scalable re-ranking method for content-based image retrieval. - Daniel Carlos Guimarães Pedronette; Jurandy Almeida; Ricardo da Silva Torres (Inf. Sci., 2014)

A rank aggregation framework for video multimodal geocoding. - Lin Tzy Li; Daniel Carlos Guimarães Pedronette; Jurandy Almeida; Otávio Augusto Bizetto Penatti; Rodrigo Tripodi Calumby; Ricardo da Silva Torres (Multim. Tools Appl., 2014)

Supervised Video Genre Classification Using Optimum-Path Forest. - Guilherme Brandão Martins; Jurandy Almeida; João Paulo Papa (CIARP, 2015)

Recod @ MediaEval 2015: Diverse Social Images Retrieval. - Rodrigo Tripodi Calumby; Iago B. A. do C. Araujo; Vinícius Pereira Santana; Javier A. V. Muñoz; Otávio Augusto Bizetto Penatti; Lin Tzy Li; Jurandy Almeida; Giovani Chiachia; Marcos André Gonçalves; Ricardo da Silva Torres (MediaEval, 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)

Effective, Efficient, and Scalable Unsupervised Distance Learning in Image Retrieval Tasks. - Lucas Pascotti Valem; Daniel Carlos Guimarães Pedronette; Ricardo da Silva Torres; Edson Borin; Jurandy Almeida (ICMR, 2015)

FISIR: A Flexible Framework for Interactive Search in Image Retrieval Systems. - Sheila M. Pinto-Caceres; Jurandy Almeida; Maria Cecília Calani Baranauskas; Ricardo da Silva Torres (MMM (1), 2015)

Bag-of-Genres for Video Genre Retrieval. - Leonardo A. Duarte; Otávio Augusto Bizetto Penatti; Jurandy Almeida (CoRR, 2015)

Deriving vegetation indices for phenology analysis using genetic programming. - Jurandy Almeida; Jefersson Alex dos Santos; Waner O. Miranda; Bruna Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres (Ecol. Informatics, 2015)

Deforestation change detection using high-resolution multi-temporal X-Band SAR images and supervised learning classification. - Thiago Luiz Morais Barreto; Rafael A. S. Rosa; Christian Wimmer; Joao B. Nogueira; Jurandy Almeida; Fabio Augusto Menocci Cappabianco (IGARSS, 2016)

UNIFESP at MediaEval 2016: Predicting Media Interestingness Task. - Jurandy Almeida (MediaEval, 2016)

Recod @ MediaEval 2016: Diverse Social Images Retrieval. - Cristiano D. Ferreira; Rodrigo Tripodi Calumby; Iago B. A. do C. Araujo; Ícaro C. Dourado; Javier A. V. Muñoz; Otávio Augusto Bizetto Penatti; Lin Tzy Li; Jurandy Almeida; Ricardo da Silva Torres (MediaEval, 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)

Bag of Genres for Video Retrieval. - Leonardo A. Duarte; Otávio Augusto Bizetto Penatti; Jurandy Almeida (SIBGRAPI, 2016)

Temporal-and Spatial-Driven Video Summarization Using Optimum-Path Forest. - Guilherme Brandão Martins; João Paulo Papa; Jurandy Almeida (SIBGRAPI, 2016)

PhenoVis - A tool for visual phenological analysis of digital camera images using chronological percentage maps. - Roger A. Leite; Lucas Mello Schnorr; Jurandy Almeida; Bruna Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres; João Luiz Dihl Comba (Inf. Sci., 2016)

Phenological visual rhythms: Compact representations for fine-grained plant species identification. - Jurandy Almeida; Jefersson A. dos Santos; Bruna Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres (Pattern Recognit. Lett., 2016)

Estimating accurate water levels for rivers and reservoirs by using SAR products: A multitemporal analysis. - Thiago Luiz Morais Barreto; Jurandy Almeida; Fabio Augusto Menocci Cappabianco (Pattern Recognit. Lett., 2016)

Time series-based classifier fusion for fine-grained plant species recognition. - Fábio Augusto Faria; Jurandy Almeida; Bruna Alberton; Leonor Patricia C. Morellato; Anderson Rocha 001; Ricardo da Silva Torres (Pattern Recognit. Lett., 2016)

Fusion of time series representations for plant recognition in phenology studies. - Fábio Augusto Faria; Jurandy Almeida; Bruna Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres (Pattern Recognit. Lett., 2016)

A graph-based ranked-list model for unsupervised distance learning on shape retrieval. - Daniel Carlos Guimarães Pedronette; Jurandy Almeida; Ricardo da Silva Torres (Pattern Recognit. Lett., 2016)

Unsupervised Distance Learning for Plant Species Identification. - Jurandy Almeida; Daniel C. G. Pedronette; Bruna C. Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

Classification of Detected Changes From Multitemporal High-Res Xband SAR Images: Intensity and Texture Descriptors From SuperPixels. - Thiago L. M. Barreto; Rafael A. S. Rosa; Christian Wimmer; João R. Moreira; Leonardo S. Bins; Fabio Augusto Menocci Cappabianco; Jurandy Almeida (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

A Rank Aggregation Framework for Video Interestingness Prediction. - Jurandy Almeida; Lucas Pascotti Valem; Daniel Carlos Guimarães Pedronette (ICIAP (1), 2017)

BMINSAR: A novel approach for InSAR phase denoising by clustering and block matching. - Thiago Luiz Morais Barreto; Rafael A. S. Rosa; Christian Wimmer; João R. Moreira; Leonardo S. Bins; Jurandy Almeida; Fabio A. M. Cappabianco (IGARSS, 2017)

Comparing keyframe summaries of egocentric videos: Closest-to-centroid baseline. - Ludmila I. Kuncheva; Paria Yousefi; Jurandy Almeida (IPTA, 2017)

GIBIS at MediaEval 2017: Predicting Media Interestingness Task. - Jurandy Almeida; Ricardo Manhães Savii (MediaEval, 2017)

GIBIS at MediaEval 2018: Predicting Media Memorability Task. - Ricardo Manhães Savii; Samuel Felipe dos Santos; Jurandy Almeida (MediaEval, 2018)

Bag of Attributes for Video Event Retrieval. - Leonardo A. Duarte; Otávio A. B. Penatti; Jurandy Almeida (SIBGRAPI, 2018)

Edited nearest neighbour for selecting keyframe summaries of egocentric videos. - Ludmila I. Kuncheva; Paria Yousefi; Jurandy Almeida (J. Vis. Commun. Image Represent., 2018)

Unsupervised similarity learning through Cartesian product of ranking references. - Lucas Pascotti Valem; Daniel Carlos Guimarães Pedronette; Jurandy Almeida (Pattern Recognit. Lett., 2018)

Unsupervised Similarity Learning through Rank Correlation and kNN Sets. - Lucas Pascotti Valem; Carlos Renan De Oliveira; Daniel Carlos Guimarães Pedronette; Jurandy Almeida (ACM Trans. Multim. Comput. Commun. Appl., 2018)

GIBIS at MediaEval 2019: Predicting Media Memorability Task. - Samuel Felipe dos Santos; Jurandy Almeida (MediaEval, 2019)

CV-C3D: Action Recognition on Compressed Videos with Convolutional 3D Networks. - Samuel Felipe dos Santos; Nicu Sebe; Jurandy Almeida (SIBGRAPI, 2019)

An optimized unsupervised manifold learning algorithm for manycore architectures. - Alexandro Baldassin; Ying Weng; Daniel Carlos Guimarães Pedronette; Jurandy Almeida (Inf. Sci., 2019)

Multimedia Retrieval Through Unsupervised Hypergraph-Based Manifold Ranking. - Daniel Carlos Guimarães Pedronette; Lucas Pascotti Valem; Jurandy Almeida; Ricardo da Silva Torres (IEEE Trans. Image Process., 2019)

The Good, The Bad, and The Ugly: Neural Networks Straight From JPEG. - Samuel Felipe dos Santos; Nicu Sebe; Jurandy Almeida (ICIP, 2020)

Faster and Accurate Compressed Video Action Recognition Straight from the Frequency Domain. - Samuel Felipe dos Santos; Jurandy Almeida (SIBGRAPI, 2020)

Low-Budget Unsupervised Label Query through Domain Alignment Enforcement. - Jurandy Almeida; Cristiano Saltori; Paolo Rota; Nicu Sebe (CoRR, 2020)

Deep Learning Towards Edge Computing: Neural Networks Straight from Compressed Data. - Samuel Felipe dos Santos; Jurandy Almeida (CoRR, 2020)

OPFSumm: on the video summarization using Optimum-Path Forest. - Guilherme Brandão Martins; Danillo Roberto Pereira; Jurandy Gomes de Almeida Junior; Victor Hugo C. de Albuquerque; João Paulo Papa (Multim. Tools Appl., 2020)

Less Is More: Accelerating Faster Neural Networks Straight from JPEG. - Samuel Felipe dos Santos; Jurandy Almeida (CIARP, 2021)

Representation Learning for Image Retrieval through 3D CNN and Manifold Ranking. - Lucas Barbosa de Almeida; Vanessa Helena Pereira-Ferrero; Lucas Pascotti Valem; Jurandy Almeida; Daniel Carlos Guimarães Pedronette (SIBGRAPI, 2021)

Improving Transferability of Domain Adaptation Networks Through Domain Alignment Layers. - Lucas Fernando Alvarenga e Silva; Daniel C. G. Pedronette; Fábio Augusto Faria; João P. Papa; Jurandy Almeida (SIBGRAPI, 2021)

From Actions to Events: A Transfer Learning Approach Using Improved Deep Belief Networks. - Mateus Roder; Jurandy Almeida; Gustavo Henrique de Rosa; Leandro A. Passos; André L. D. Rossi; João P. Papa (SSCI, 2021)

Deep Learning in Beyond 5G Networks with Image-based Time-Series Representation. - Lucas Fernando Alvarenga e Silva; Bruno Yuji Lino Kimura; Jurandy Almeida (CoRR, 2021)

Mixup-Based Deep Metric Learning Approaches for Incomplete Supervision. - Luiz H. Buris; Daniel C. G. Pedronette; João P. Papa; Jurandy Almeida; Gustavo Carneiro 001; Fábio Augusto Faria (ICIP, 2022)

A High-Spatial Resolution Dataset and Few-shot Deep Learning Benchmark for Image Classification. - Mateus de Souza Miranda; Lucas Fernando Alvarenga e Silva; Samuel Felipe dos Santos; Valdivino Alexandre de Santiago Júnior; Thales Sehn Körting; Jurandy Almeida (SIBGRAPI, 2022)

Parameter Sharing in Budget-Aware Adapters for Multi-Domain Learning. - Samuel Felipe dos Santos; Rodrigo Ferreira Berriel; Thiago Oliveira-Santos; Nicu Sebe; Jurandy Almeida (CoRR, 2022)

Low-budget label query through domain alignment enforcement. - Cristiano Saltori; Paolo Rota; Nicu Sebe; Jurandy Almeida (Comput. Vis. Image Underst., 2022)

Weakly supervised learning based on hypergraph manifold ranking. - João Gabriel Camacho Presotto; Samuel Felipe dos Santos; Lucas Pascotti Valem; Fábio Augusto Faria; João Paulo Papa; Jurandy Almeida; Daniel Carlos Guimarães Pedronette (J. Vis. Commun. Image Represent., 2022)

Budget-Aware Pruning for Multi-domain Learning. - Samuel Felipe dos Santos; Rodrigo Ferreira Berriel; Thiago Oliveira-Santos; Nicu Sebe; Jurandy Almeida (ICIAP (2), 2023)

Tightening Classification Boundaries in Open Set Domain Adaptation through Unknown Exploitation. - Lucas Fernando Alvarenga e Silva; Nicu Sebe; Jurandy Almeida (SIBGRAPI, 2023)

Productive Crop Field Detection: A New Dataset and Deep-Learning Benchmark Results. - Eduardo Nascimento 002; John Just; Jurandy Almeida; Tiago A. Almeida 001 (IEEE Geosci. Remote. Sens. Lett., 2023)

Exploring Alternative Data Augmentation Methods in Dysarthric Automatic Speech Recognition. - Ricardo Gracelli; Jurandy Almeida (CBMS, 2024)

Exploiting the Segment Anything Model (SAM) for Lung Segmentation in Chest X-ray Images. - Gabriel Bellon de Carvalho; Jurandy Almeida (CIARP (2), 2024)

Neural Architecture Search for Enhancing Action Video Recognition in Compressed Domains. - Pedro Lamkowski; Douglas Rodrigues; Leandro A. Passos; João P. Papa; Jurandy Almeida (IWSSIP, 2024)

Strategies for Classifier Selection Based on Genetic Programming for Multimedia Data Recognition. - Rafael Junqueira Martarelli; Douglas Rodrigues; Clayton Reginaldo Pereira; Jurandy Almeida; João Paulo Papa (VISIGRAPP (2): VISAPP, 2024)

TransferAttn: Transferable-guided Attention Is All You Need for Video Domain Adaptation. - André Sacilotti; Samuel Felipe dos Santos; Nicu Sebe; Jurandy Almeida (CoRR, 2024)

Residual-based Adaptive Huber Loss (RAHL) - Design of an improved Huber loss for CQI prediction in 5G networks. - Mina Kaviani; Jurandy Almeida; Fábio L. Verdi (CoRR, 2024)

Productive Crop Fields Dataset. - Eduardo Nascimento 002; John Just; Jurandy Almeida; Tiago A. Almeida 001 (IEEE DataPort, 2024)

Transferable-Guided Attention Is All You Need for Video Domain Adaptation. - André Sacilotti; Samuel Felipe dos Santos; Nicu Sebe; Jurandy Almeida (WACV, 2025)

An Edge Computing-Based Solution for Real-Time Leaf Disease Classification Using Thermal Imaging. - Públio Elon Correa da Silva; Jurandy Almeida (IEEE Geosci. Remote. Sens. Lett., 2025)

Budget-aware pruning: Handling multiple domains with less parameters. - Samuel Felipe dos Santos; Rodrigo Ferreira Berriel; Thiago Oliveira-Santos; Nicu Sebe; Jurandy Almeida (Pattern Recognit., 2025)

Beyond the known: Enhancing Open Set Domain Adaptation with unknown exploration. - Lucas Fernando Alvarenga e Silva; Samuel Felipe dos Santos; Nicu Sebe; Jurandy Almeida (Pattern Recognit. Lett., 2025)