Search Results for author: Renato Martins

Found 14 papers, 9 papers with code

XFeat: Accelerated Features for Lightweight Image Matching

no code implementations30 Apr 2024 Guilherme Potje, Felipe Cadar, Andre Araujo, Renato Martins, Erickson R. Nascimento

Besides, our model is designed to offer the choice of matching at the sparse or semi-dense levels, each of which may be more suitable for different downstream applications, such as visual navigation and augmented reality.

Pola4All: survey of polarimetric applications and an open-source toolkit to analyze polarization

1 code implementation22 Dec 2023 Joaquin Rodriguez, Lew-Fock-Chong Lew-Yan-Voon, Renato Martins, Olivier Morel

Polarization information of the light can provide rich cues for computer vision and scene understanding tasks, such as the type of material, pose, and shape of the objects.

3D Reconstruction Depth Estimation +2

Joint 3D Shape and Motion Estimation from Rolling Shutter Light-Field Images

1 code implementation2 Nov 2023 Hermes McGriff, Renato Martins, Nicolas Andreff, Cédric Demonceaux

In this paper, we propose an approach to address the problem of 3D reconstruction of scenes from a single image captured by a light-field camera equipped with a rolling shutter sensor.

3D Reconstruction Motion Estimation

Improving the matching of deformable objects by learning to detect keypoints

1 code implementation1 Sep 2023 Felipe Cadar, Welerson Melo, Vaishnavi Kanagasabapathi, Guilherme Potje, Renato Martins, Erickson R. Nascimento

We propose a novel learned keypoint detection method to increase the number of correct matches for the task of non-rigid image correspondence.

Keypoint Detection Retrieval

Learning to Detect Good Keypoints to Match Non-Rigid Objects in RGB Images

1 code implementation13 Dec 2022 Welerson Melo, Guilherme Potje, Felipe Cadar, Renato Martins, Erickson R. Nascimento

We present a novel learned keypoint detection method designed to maximize the number of correct matches for the task of non-rigid image correspondence.

Keypoint Detection Retrieval

A Practical Calibration Method for RGB Micro-Grid Polarimetric Cameras

1 code implementation29 Aug 2022 Joaquin Rodriguez, Lew Lew-Yan-Voon, Renato Martins, Olivier Morel

In this paper, we propose a new method to overcome the need for complex optical systems to efficiently calibrate these cameras.

Depth Estimation

Learning Geodesic-Aware Local Features from RGB-D Images

no code implementations22 Mar 2022 Guilherme Potje, Renato Martins, Felipe Cadar, Erickson R. Nascimento

Most of the existing handcrafted and learning-based local descriptors are still at best approximately invariant to affine image transformations, often disregarding deformable surfaces.

Retrieval

Extracting Deformation-Aware Local Features by Learning to Deform

1 code implementation NeurIPS 2021 Guilherme Potje, Renato Martins, Felipe Cadar, Erickson R. Nascimento

Despite the advances in extracting local features achieved by handcrafted and learning-based descriptors, they are still limited by the lack of invariance to non-rigid transformations.

Creating and Reenacting Controllable 3D Humans with Differentiable Rendering

no code implementations22 Oct 2021 Thiago L. Gomes, Thiago M. Coutinho, Rafael Azevedo, Renato Martins, Erickson R. Nascimento

It also infers texture appearance with a convolutional network in the texture domain, which is trained in an adversarial regime to reconstruct human texture from rendered images of actors in different poses.

Neural Rendering SSIM

Learning to dance: A graph convolutional adversarial network to generate realistic dance motions from audio

1 code implementation25 Nov 2020 João P. Ferreira, Thiago M. Coutinho, Thiago L. Gomes, José F. Neto, Rafael Azevedo, Renato Martins, Erickson R. Nascimento

Our method uses an adversarial learning scheme conditioned on the input music audios to create natural motions preserving the key movements of different music styles.

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