Firas Laakom

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 31

Top Topics

Color Constancy

Generalization Error

Top Venues

Publications

Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
Reducing redundancy in the bottleneck representation of autoencoders. Pattern Recognit. Lett. 178 (2024)
Firas Laakom, Yuheng Bu, Moncef Gabbouj
Class-wise Generalization Error: an Information-Theoretic Analysis. CoRR (2024)
Umut Cem Entok, Firas Laakom, Farhad Pakdaman, Moncef Gabbouj
Pixel-Wise Color Constancy via Smoothness Techniques in Multi-Illuminant Scenes. CoRR (2024)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
WLD-Reg: A Data-dependent Within-layer Diversity Regularizer. CoRR (2023)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
On Feature Diversity in Energy-based Models. CoRR (2023)
Firas Laakom, Fahad Sohrab, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
Convolutional autoencoder-based multimodal one-class classification. CoRR (2023)
Fahad Sohrab, Firas Laakom, Moncef Gabbouj
Newton Method-based Subspace Support Vector Data Description. CoRR (2023)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
WLD-Reg: A Data-Dependent Within-Layer Diversity Regularizer. AAAI (2023)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
Learning Distinct Features Helps, Provably. ECML/PKDD (2) (2023)
Fahad Sohrab, Firas Laakom, Moncef Gabbouj
Newton Method-Based Subspace Support Vector Data Description. SSCI (2023)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
Efficient CNN with uncorrelated Bag of Features pooling. CoRR (2022)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
Efficient CNN with uncorrelated Bag of Features pooling. SSCI (2022)
Firas Laakom, Jenni Raitoharju, Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj
Graph Embedding With Data Uncertainty. IEEE Access 10 (2022)
Firas Laakom, Jenni Raitoharju, Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj
Non-Linear Spectral Dimensionality Reduction Under Uncertainty. CoRR (2022)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
Reducing Redundancy in the Bottleneck Representation of the Autoencoders. CoRR (2022)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
Within-layer Diversity Reduces Generalization Gap. CoRR (2021)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Jarno Nikkanen, Moncef Gabbouj
Monte Carlo Dropout Ensembles for Robust Illumination Estimation. IJCNN (2021)
Firas Laakom, Kateryna Chumachenko, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
Learning to ignore: rethinking attention in CNNs. CoRR (2021)
Firas Laakom, Jenni Raitoharju, Jarno Nikkanen, Alexandros Iosifidis, Moncef Gabbouj
Robust channel-wise illumination estimation. BMVC (2021)
Firas Laakom, Jenni Raitoharju, Jarno Nikkanen, Alexandros Iosifidis, Moncef Gabbouj
INTEL-TAU: A Color Constancy Dataset. IEEE Access 9 (2021)
Tuomas Jalonen, Firas Laakom, Moncef Gabbouj, Tuomas Puoskari
Visual Product Tracking System Using Siamese Neural Networks. IEEE Access 9 (2021)
Firas Laakom, Kateryna Chumachenko, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj
Learning to ignore: rethinking attention in CNNs. BMVC (2021)
Firas Laakom, Jenni Raitoharju, Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj
Graph Embedding with Data Uncertainty. CoRR (2020)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Uygar Tuna, Jarno Nikkanen, Moncef Gabbouj
Probabilistic Color Constancy. ICIP (2020)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Jarno Nikkanen, Moncef Gabbouj
Monte Carlo Dropout Ensembles for Robust Illumination Estimation. CoRR (2020)
Firas Laakom, Nikolaos Passalis, Jenni Raitoharju, Jarno Nikkanen, Anastasios Tefas, Alexandros Iosifidis, Moncef Gabbouj
Bag of Color Features for Color Constancy. IEEE Trans. Image Process. 29 (2020)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Uygar Tuna, Jarno Nikkanen, Moncef Gabbouj
Probabilistic Color Constancy. CoRR (2020)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Jarno Nikkanen, Moncef Gabbouj
Color Constancy Convolutional Autoencoder. SSCI (2019)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Jarno Nikkanen, Moncef Gabbouj
INTEL-TAU: A Color Constancy Dataset. CoRR (2019)
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Jarno Nikkanen, Moncef Gabbouj
Color Constancy Convolutional Autoencoder. CoRR (2019)
Firas Laakom, Nikolaos Passalis, Jenni Raitoharju, Jarno Nikkanen, Anastasios Tefas, Alexandros Iosifidis, Moncef Gabbouj
Bag of Color Features For Color Constancy. CoRR (2019)