Nassim Ait Ali Braham

According to our database, Nassim Ait Ali Braham authored at least 20 papers between 2021 and 2025.

Collaborative distances:

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

2025

HyBiomass: Global Hyperspectral Imagery Benchmark Dataset for Evaluating Geospatial Foundation Models in Forest Aboveground Biomass Estimation.

Aaron Banze, Timothée Stassin, Nassim Ait Ali Braham, Ridvan Salih Kuzu, Simon Besnard, Michael Schmitt

CoRR, June, 2025

Hyperspectral Vision Transformers for Greenhouse Gas Estimations from Space.

Ruben Gonzalez Avilés, Linus Scheibenreif, Nassim Ait Ali Braham, Benedikt Blumenstiel, Thomas Brunschwiler, Ranjini B. Guruprasad, Damian Borth, Conrad M. Albrecht, Paolo Fraccaro, Devyani Lambhate, Johannes Jakubik

CoRR, April, 2025

SSL4EO-S12 v1.1: A Multimodal, Multiseasonal Dataset for Pretraining, Updated.

Benedikt Blumenstiel, Nassim Ait Ali Braham, Conrad M. Albrecht, Stefano Maurogiovanni, Paolo Fraccaro

CoRR, March, 2025

Multispectral to Hyperspectral using Pretrained Foundational model.

Ruben Gonzalez, Conrad M. Albrecht, Nassim Ait Ali Braham, Devyani Lambhate, João Lucas de Sousa Almeida, Paolo Fraccaro, Benedikt Blumenstiel, Thomas Brunschwiler, Ranjini Bangalore

CoRR, February, 2025

Weak-Strong Graph Contrastive Learning Neural Network for Hyperspectral Image Classification.

Sirui Wang, Nassim Ait Ali Braham, Xiao Xiang Zhu

IEEE Trans. Geosci. Remote. Sens., 2025

SpectralEarth: Training Hyperspectral Foundation Models at Scale.

Nassim Ait Ali Braham, Conrad M. Albrecht, Julien Mairal, Jocelyn Chanussot, Yi Wang, Xiao Xiang Zhu

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025

2024

Enhancing Contrastive Learning With Positive Pair Mining for Few-Shot Hyperspectral Image Classification.

Nassim Ait Ali Braham, Julien Mairal, Jocelyn Chanussot, Lichao Mou, Xiao Xiang Zhu

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Prospects for Mitigating Spectral Variability in Tropical Species Classification Using Self-Supervised Learning.

Colin Prieur, Nassim Ait Ali Braham, Paul Tresson, Grégoire Vincent, Jocelyn Chanussot

Proceedings of the 14th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2024

Decoupling Common and Unique Representations for Multimodal Self-supervised Learning.

Yi Wang, Conrad M. Albrecht, Nassim Ait Ali Braham, Chenying Liu, Zhitong Xiong, Xiao Xiang Zhu

Proceedings of the Computer Vision - ECCV 2024, 2024

2023

Automatic Detection of Building Displacements Through Unsupervised Learning From InSAR Data.

Ridvan Salih Kuzu, Leonardo Bagaglini, Yi Wang, Corneliu Octavian Dumitru, Nassim Ait Ali Braham, Giorgio Pasquali, Filippo Santarelli, Francesco Trillo, Sudipan Saha, Xiao Xiang Zhu

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

Privacy-preserving remote deep-learning-based inference under constrained client-side environment.

Amine Boulemtafes, Abdelouahid Derhab, Nassim Ait Ali Braham, Yacine Challal

J. Ambient Intell. Humaniz. Comput., 2023

DeCUR: decoupling common & unique representations for multimodal self-supervision.

Yi Wang, Conrad M. Albrecht, Nassim Ait Ali Braham, Chenying Liu, Zhitong Xiong, Xiao Xiang Zhu

CoRR, 2023

Semi-Supervised Learning for hyperspectral images by non parametrically predicting view assignment.

Shivam Pande, Nassim Ait Ali Braham, Yi Wang, Conrad M. Albrecht, Biplab Banerjee, Xiao Xiang Zhu

CoRR, 2023

SSL4EO-L: Datasets and Foundation Models for Landsat Imagery.

Adam J. Stewart, Nils Lehmann, Isaac A. Corley, Yi Wang, Yi-Chia Chang, Nassim Ait Ali Braham, Shradha Sehgal, Caleb Robinson, Arindam Banerjee

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Semi-Supervised Learning for Hyperspectral Images by Non Parametrically Predicting View Assignment^CRediT.

Shivam Pande, Nassim Ait Ali Braham, Yi Wang, Conrad M. Albrecht, Biplab Banerjee, Xiao Xiang Zhu

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

SSL for Large-Scale Mining Site Segmentation.

Shahriar Kabir, Nassim Ait Ali Braham

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022

SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation.

Yi Wang, Nassim Ait Ali Braham, Zhitong Xiong, Chenying Liu, Conrad M. Albrecht, Xiao Xiang Zhu

CoRR, 2022

Self-supervised Learning in Remote Sensing: A Review.

Yi Wang, Conrad M. Albrecht, Nassim Ait Ali Braham, Lichao Mou, Xiao Xiang Zhu

CoRR, 2022

Self Supervised Learning for Few Shot Hyperspectral Image Classification.

Nassim Ait Ali Braham, Lichao Mou, Jocelyn Chanussot, Julien Mairal, Xiao Xiang Zhu

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021

PReDIHERO - Privacy-Preserving Remote Deep Learning Inference based on Homomorphic Encryption and Reversible Obfuscation for Enhanced Client-side Overhead in Pervasive Health Monitoring.

Amine Boulemtafes, Abdelouahid Derhab, Nassim Ait Ali Braham, Yacine Challal

Proceedings of the 18th IEEE/ACS International Conference on Computer Systems and Applications, 2021