Search Results for author: Albert Ali Salah

Found 16 papers, 7 papers with code

Enhancing Video Transformers for Action Understanding with VLM-aided Training

no code implementations24 Mar 2024 Hui Lu, Hu Jian, Ronald Poppe, Albert Ali Salah

The FTP framework adds four feature processors that focus on specific aspects of human action in videos: action category, action components, action description, and context information.

Action Understanding

TCNet: Continuous Sign Language Recognition from Trajectories and Correlated Regions

1 code implementation18 Mar 2024 Hui Lu, Albert Ali Salah, Ronald Poppe

A key challenge in continuous sign language recognition (CSLR) is to efficiently capture long-range spatial interactions over time from the video input.

Sign Language Recognition

Compensation Sampling for Improved Convergence in Diffusion Models

1 code implementation11 Dec 2023 Hui Lu, Albert Ali Salah, Ronald Poppe

We argue that the denoising process is crucially limited by an accumulation of the reconstruction error due to an initial inaccurate reconstruction of the target data.

Denoising Facial Inpainting

Elucidating the Exposure Bias in Diffusion Models

4 code implementations29 Aug 2023 Mang Ning, Mingxiao Li, Jianlin Su, Albert Ali Salah, Itir Onal Ertugrul

In this paper, we systematically investigate the exposure bias problem in diffusion models by first analytically modelling the sampling distribution, based on which we then attribute the prediction error at each sampling step as the root cause of the exposure bias issue.

Attribute Image Generation

Fully-attentive and interpretable: vision and video vision transformers for pain detection

1 code implementation27 Oct 2022 Giacomo Fiorentini, Itir Onal Ertugrul, Albert Ali Salah

Vision transformers are a top-performing architecture in computer vision, with little research on their use for pain detection.

Automatic Analysis of Human Body Representations in Western Art

1 code implementation17 Oct 2022 Shu Zhao, Almıla Akdağ Salah, Albert Ali Salah

The way the human body is depicted in classical and modern paintings is relevant for art historical analyses.

Pose Estimation

Video-based estimation of pain indicators in dogs

no code implementations27 Sep 2022 Hongyi Zhu, Yasemin Salgırlı, Pınar Can, Durmuş Atılgan, Albert Ali Salah

We propose an approach to deal with self-occlusions and missing keypoints.

State of the Art of Audio- and Video-Based Solutions for AAL

no code implementations26 Jun 2022 Slavisa Aleksic, Michael Atanasov, Jean Calleja Agius, Kenneth Camilleri, Anto Cartolovni, Pau Climent-Peerez, Sara Colantonio, Stefania Cristina, Vladimir Despotovic, Hazim Kemal Ekenel, Ekrem Erakin, Francisco Florez-Revuelta, Danila Germanese, Nicole Grech, Steinunn Gróa Sigurðardóttir, Murat Emirzeoglu, Ivo Iliev, Mladjan Jovanovic, Martin Kampel, William Kearns, Andrzej Klimczuk, Lambros Lambrinos, Jennifer Lumetzberger, Wiktor Mucha, Sophie Noiret, Zada Pajalic, Rodrigo Rodriguez Peerez, Galidiya Petrova, Sintija Petrovica, Peter Pocta, Angelica Poli, Mara Pudane, Susanna Spinsante, Albert Ali Salah, Maria Jose Santofimia, Anna Sigridur Islind, Lacramioara Stoicu-Tivadar, Hilda Tellioglu, Andrej Zgank

The report illustrates the state of the art of the most successful AAL applications and functions based on audio and video data, namely (i) lifelogging and self-monitoring, (ii) remote monitoring of vital signs, (iii) emotional state recognition, (iv) food intake monitoring, activity and behaviour recognition, (v) activity and personal assistance, (vi) gesture recognition, (vii) fall detection and prevention, (viii) mobility assessment and frailty recognition, and (ix) cognitive and motor rehabilitation.

Gesture Recognition

Federated learning for violence incident prediction in a simulated cross-institutional psychiatric setting

no code implementations17 May 2022 Thomas Borger, Pablo Mosteiro, Heysem Kaya, Emil Rijcken, Albert Ali Salah, Floortje Scheepers, Marco Spruit

In this work, we investigate the application of Federated Learning to clinical Natural Language Processing, applied to the task of Violence Risk Assessment by simulating a cross-institutional psychiatric setting.

Federated Learning

Speech Analysis for Automatic Mania Assessment in Bipolar Disorder

no code implementations5 Feb 2022 Pınar Baki, Heysem Kaya, Elvan Çiftçi, Hüseyin Güleç, Albert Ali Salah

Bipolar disorder is a mental disorder that causes periods of manic and depressive episodes.

Benchmarking Quality-Dependent and Cost-Sensitive Score-Level Multimodal Biometric Fusion Algorithms

no code implementations17 Nov 2021 Norman Poh, Thirimachos Bourlai, Josef Kittler, Lorene Allano, Fernando Alonso-Fernandez, Onkar Ambekar, John Baker, Bernadette Dorizzi, Omolara Fatukasi, Julian Fierrez, Harald Ganster, Javier Ortega-Garcia, Donald Maurer, Albert Ali Salah, Tobias Scheidat, Claus Vielhauer

The cost-sensitive evaluation, on the other hand, investigates how well a fusion algorithm can perform given restricted computation and in the presence of software and hardware failures, resulting in errors such as failure-to-acquire and failure-to-match.

Benchmarking

Is Everything Fine, Grandma? Acoustic and Linguistic Modeling for Robust Elderly Speech Emotion Recognition

1 code implementation7 Sep 2020 Gizem Soğancıoğlu, Oxana Verkholyak, Heysem Kaya, Dmitrii Fedotov, Tobias Cadèe, Albert Ali Salah, Alexey Karpov

Acoustic and linguistic analysis for elderly emotion recognition is an under-studied and challenging research direction, but essential for the creation of digital assistants for the elderly, as well as unobtrusive telemonitoring of elderly in their residences for mental healthcare purposes.

Speech Emotion Recognition

Adaptive Mixtures of Factor Analyzers

1 code implementation10 Jul 2015 Heysem Kaya, Albert Ali Salah

A mixture of factor analyzers is a semi-parametric density estimator that generalizes the well-known mixtures of Gaussians model by allowing each Gaussian in the mixture to be represented in a different lower-dimensional manifold.

Clustering Dimensionality Reduction +1

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