Firas Laakom

According to our database, Firas Laakom authored at least 21 papers between 2019 and 2024.

Collaborative distances:

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

2024

Pixel-Wise Color Constancy via Smoothness Techniques in Multi-Illuminant Scenes.

Umut Cem Entok, Firas Laakom, Farhad Pakdaman, Moncef Gabbouj

CoRR, 2024

Class-wise Generalization Error: an Information-Theoretic Analysis.

Firas Laakom, Yuheng Bu, Moncef Gabbouj

CoRR, 2024

2023

Convolutional autoencoder-based multimodal one-class classification.

Firas Laakom, Fahad Sohrab, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj

CoRR, 2023

On Feature Diversity in Energy-based Models.

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj

CoRR, 2023

Newton Method-Based Subspace Support Vector Data Description.

Fahad Sohrab, Firas Laakom, Moncef Gabbouj

Proceedings of the IEEE Symposium Series on Computational Intelligence, 2023

Learning Distinct Features Helps, Provably.

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj

Proceedings of the Machine Learning and Knowledge Discovery in Databases: Research Track, 2023

WLD-Reg: A Data-Dependent Within-Layer Diversity Regularizer.

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Veneer21.

Tuomas Jalonen, Firas Laakom, Moncef Gabbouj, Tuomas Puoskari

Dataset, May, 2022

Non-Linear Spectral Dimensionality Reduction Under Uncertainty.

Firas Laakom, Jenni Raitoharju, Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj

CoRR, 2022

Reducing Redundancy in the Bottleneck Representation of the Autoencoders.

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj

CoRR, 2022

Graph Embedding With Data Uncertainty.

Firas Laakom, Jenni Raitoharju, Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj

IEEE Access, 2022

Efficient CNN with uncorrelated Bag of Features pooling.

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj

Proceedings of the IEEE Symposium Series on Computational Intelligence, 2022

2021

Within-layer Diversity Reduces Generalization Gap.

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj

CoRR, 2021

INTEL-TAU: A Color Constancy Dataset.

Firas Laakom, Jenni Raitoharju, Jarno Nikkanen, Alexandros Iosifidis, Moncef Gabbouj

IEEE Access, 2021

Visual Product Tracking System Using Siamese Neural Networks.

Tuomas Jalonen, Firas Laakom, Moncef Gabbouj, Tuomas Puoskari

IEEE Access, 2021

Monte Carlo Dropout Ensembles for Robust Illumination Estimation.

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Jarno Nikkanen, Moncef Gabbouj

Proceedings of the International Joint Conference on Neural Networks, 2021

Robust channel-wise illumination estimation.

Firas Laakom, Jenni Raitoharju, Jarno Nikkanen, Alexandros Iosifidis, Moncef Gabbouj

Proceedings of the 32nd British Machine Vision Conference 2021, 2021

Learning to ignore: rethinking attention in CNNs.

Firas Laakom, Kateryna Chumachenko, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj

Proceedings of the 32nd British Machine Vision Conference 2021, 2021

2020

Bag of Color Features for Color Constancy.

Firas Laakom, Nikolaos Passalis, Jenni Raitoharju, Jarno Nikkanen, Anastasios Tefas, Alexandros Iosifidis, Moncef Gabbouj

IEEE Trans. Image Process., 2020

Probabilistic Color Constancy.

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Uygar Tuna, Jarno Nikkanen, Moncef Gabbouj

Proceedings of the IEEE International Conference on Image Processing, 2020

2019

Color Constancy Convolutional Autoencoder.

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Jarno Nikkanen, Moncef Gabbouj

Proceedings of the IEEE Symposium Series on Computational Intelligence, 2019