Felipe Torres Figueroa

Computer Vision & Deep Learning Research Scientist

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I'm interested in Machine Learning and Computer Vision (CV) regarding new technologies or applications. Currently, I'm working on explainable AI in image recognition. I'm interested in foundational models, as well as Large Language Models (LLMs), and the overall state of the art such as the transformer family of methods, and most recently MAMBA.
I recently finished my PhD on Interpretable Image Recognition, under the supervision of Ronan Sicre, Stéphane Ayache and Yannis Avrithis. The supporting material for my defense can be found in my thesis slides.
I intend to continue researching in the area and shed light on the black-box behavior of deep learning models, enabling the design of better architectures, and ensuring fairness and accountability in decision-making.

ftorres11 felitf.94@gmail.com LinkedIn ORCID Scholar

Research

CA-Stream: Attention-based pooling for interpretable image recognition
F. Torres, H. Zhang, R. Sicre, S. Ayache, Y. Avrithis.
CVPR Workshop on Explainable AI, 2024.
PDF BibTex

A Learning Paradigm for Interpretable Gradients
F. Torres, H. Zhang, R. Sicre, Y. Avrithis, S. Ayache.
VISAPP 2024. Oral.
PDF BibTex

Opti-CAM: Optimizing saliency maps for interpretability
H. Zhang, F. Torres, R. Sicre, Y. Avrithis, S. Ayache.
ArXiv, 2023.
PDF BibTex

Countor: count without bells and whistles
A. Ospina, F. Torres.
CVPR Workshop, 2020.
PDF BibTex

An ImageJ plugin for the high throughput image analysis of in vitro scratch wound healing assays
A. Suarez, F. Torres, C. Clavijo, P. Arbeláez, J. Cruz, C. Muñoz.
PLOS ONE, 2020.
PDF BibTex

Hand Pose Estimation for Pediatric Bone Age Assessment
M. C. Escobar, C. I. González, F. Torres, L. Daza, G. Triana and P. Arbeláez.
MICCAI-2019 Oral.
PDF BibTex Página del Proyecto

About

I'm 30 years old, passionate about music, history and astronomy. During my undergraduate I grew passion towards programming, and since then I've been working on Computer Vision and Deep Learning. I used to be good at jogging until I took a mountain to the (left) knee. I love spending time looking at the sky, languages and listening to music; specially if I can reproduce it when playing my guitar or bass. Whenever I have the means to, I also build scale models of planes of the WWII era. Ever since the second part of 2021 I picked up an appreciation to Asian cuisine, specially Chinese spicy dishes from the Guizhou region.