First Impressions: A Survey on Vision-Based Apparent Personality Trait Analysis

no code implementations • 21 Apr 2018 • Julio C. S. Jacques Junior, Yağmur Güçlütürk, Marc Pérez, Umut Güçlü, Carlos Andujar, Xavier Baró, Hugo Jair Escalante, Isabelle Guyon, Marcel A. J. van Gerven, Rob Van Lier, Sergio Escalera

However, recently there has been an increasing interest from the computer vision community in analyzing personality from visual data.

Personality Trait Recognition

Explaining First Impressions: Modeling, Recognizing, and Explaining Apparent Personality from Videos

no code implementations • 2 Feb 2018 • Hugo Jair Escalante, Heysem Kaya, Albert Ali Salah, Sergio Escalera, Yagmur Gucluturk, Umut Guclu, Xavier Baro, Isabelle Guyon, Julio Jacques Junior, Meysam Madadi, Stephane Ayache, Evelyne Viegas, Furkan Gurpinar, Achmadnoer Sukma Wicaksana, Cynthia C. S. Liem, Marcel A. J. van Gerven, Rob van Lier

Explainability and interpretability are two critical aspects of decision support systems.

Reconstructing perceived faces from brain activations with deep adversarial neural decoding

no code implementations • NeurIPS 2017 • Yağmur Güçlütürk, Umut Güçlü, Katja Seeliger, Sander Bosch, Rob Van Lier, Marcel A. J. van Gerven

Here, we present a novel approach to solve the problem of reconstructing perceived stimuli from brain responses by combining probabilistic inference with deep learning.

Deep adversarial neural decoding

1 code implementation • 19 May 2017 • Yağmur Güçlütürk, Umut Güçlü, Katja Seeliger, Sander Bosch, Rob Van Lier, Marcel van Gerven

Here, we present a novel approach to solve the problem of reconstructing perceived stimuli from brain responses by combining probabilistic inference with deep learning.

End-to-end semantic face segmentation with conditional random fields as convolutional, recurrent and adversarial networks

no code implementations • 9 Mar 2017 • Umut Güçlü, Yağmur Güçlütürk, Meysam Madadi, Sergio Escalera, Xavier Baró, Jordi González, Rob Van Lier, Marcel A. J. van Gerven

Recent years have seen a sharp increase in the number of related yet distinct advances in semantic segmentation.

Segmentation Semantic Segmentation

Deep Impression: Audiovisual Deep Residual Networks for Multimodal Apparent Personality Trait Recognition

1 code implementation • 16 Sep 2016 • Yağmur Güçlütürk, Umut Güçlü, Marcel A. J. van Gerven, Rob Van Lier

Here, we develop an audiovisual deep residual network for multimodal apparent personality trait recognition.

Facial Expression Recognition Feature Engineering +1

Convolutional Sketch Inversion

2 code implementations • 9 Jun 2016 • Yağmur Güçlütürk, Umut Güçlü, Rob Van Lier, Marcel A. J. van Gerven

In this paper, we use deep neural networks for inverting face sketches to synthesize photorealistic face images.

Stochastic Optimization