Samuel Felipe dos Santos

According to our database, Samuel Felipe dos Santos authored at least 21 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Efficient Spatio-Temporal Vegetation Pixel Classification with Vision Transformers.

Alan Gomes, Anderson Gonçalves, Samuel Felipe dos Santos, Nathan Felipe Alves, Magna Soelma Beserra de Moura, Bruna C. Alberton, Leonor Patricia C. Morellato, Ricardo da Silva Torres, Jurandy Almeida

CoRR, May, 2026

CNNs for JPEGs: Designing Cost-Efficient Stems.

Samuel Felipe dos Santos, Nicu Sebe, Jurandy Almeida

J. Braz. Comput. Soc., 2026

Multi-Pathology Segmentation in Lumbar Spine MRI: A Comparative Deep Learning Approach.

Claudio Leite, Samuel Felipe dos Santos, Jurandy Almeida

Proceedings of the 21st International Conference on Computer Vision Theory and Applications, 2026

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

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

Transferable-Guided Attention Is All You Need for Video Domain Adaptation.

André Sacilotti, Samuel Felipe dos Santos, Nicu Sebe, Jurandy Almeida

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2025

E-MLNet: Enhanced Mutual Learning for Universal Domain Adaptation with Sample-Specific Weighting.

Samuel Felipe dos Santos, Tiago Agostinho de Almeida, Jurandy Almeida

Proceedings of the 38th SIBGRAPI Conference on Graphics, Patterns and Images, 2025

A Comprehensive Evaluation of Deep Learning Architectures and Loss Functions for Lumbar Spine Segmentation in MRI.

Claudio Leite, Samuel Felipe dos Santos, Jurandy Almeida

Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2025

Beyond Masking: Alternative Strategies for Generalizable Facial Expression Recognition.

Sergio Neres Pereira Junior, Samuel Felipe dos Santos, Jurandy Almeida

Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2025

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

2023

Budget-Aware Pruning for Multi-domain Learning.

Samuel Felipe dos Santos, Rodrigo Ferreira Berriel, Thiago Oliveira-Santos, Nicu Sebe, Jurandy Almeida

Proceedings of the Image Analysis and Processing - ICIAP 2023, 2023

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

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

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

Proceedings of the 35th SIBGRAPI Conference on Graphics, Patterns and Images, 2022

2021

Less Is More: Accelerating Faster Neural Networks Straight from JPEG.

Samuel Felipe dos Santos, Jurandy Almeida

Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2021

2020

Deep Learning Towards Edge Computing: Neural Networks Straight from Compressed Data.

Samuel Felipe dos Santos, Jurandy Almeida

CoRR, 2020

Faster and Accurate Compressed Video Action Recognition Straight from the Frequency Domain.

Samuel Felipe dos Santos, Jurandy Almeida

Proceedings of the 33rd SIBGRAPI Conference on Graphics, Patterns and Images, 2020

The Good, The Bad, and The Ugly: Neural Networks Straight From JPEG.

Samuel Felipe dos Santos, Nicu Sebe, Jurandy Almeida

Proceedings of the IEEE International Conference on Image Processing, 2020

2019

CV-C3D: Action Recognition on Compressed Videos with Convolutional 3D Networks.

Samuel Felipe dos Santos, Nicu Sebe, Jurandy Almeida

Proceedings of the 32nd SIBGRAPI Conference on Graphics, Patterns and Images, 2019

GIBIS at MediaEval 2019: Predicting Media Memorability Task.

Samuel Felipe dos Santos, Jurandy Almeida

Proceedings of the Working Notes Proceedings of the MediaEval 2019 Workshop, 2019

2018

GIBIS at MediaEval 2018: Predicting Media Memorability Task.

Ricardo Manhães Savii, Samuel Felipe dos Santos, Jurandy Almeida

Proceedings of the Working Notes Proceedings of the MediaEval 2018 Workshop, 2018