Freelancer profile translated to English.
Back to original languageAbout Asma
PhD in Computer Vision (ENPC & CEA)
- I assist companies in the design and training of AI models for Computer Vision, selecting the most effective state-of-the-art approaches.
- I analyze the robustness of your solutions to identify their limitations and propose innovative improvements, ensuring performance at the cutting edge of current technology.
My key expertise
Computer Vision & Real-time Perception
- Object detection and segmentation (RT-DETR, YOLO, SAM, Faster R-CNN…)
- Visual representation learning (DINOv2, self-supervised learning)
- Real-time multi-object tracking (ByteTrack, BoT-SORT) in complex scenes
- Automatic object counting and dynamic environment flow analysis
- Rigid/deformable object pose estimation (ViTPose, RTMPose, SurbEmb)
Machine Learning & Deep Learning
- Supervised and unsupervised models (classification, regression, clustering)
- Deep architectures: CNN, Transformers, Vision Transformers (ViT)
- Time series prediction and analysis models
- Robust learning on noisy, incomplete, or imbalanced data
- Robustness optimization in real-world conditions (occlusions, sensor variations, uncontrolled environments).
Scientific Writing
- Two major international publications during my PhD, Corr2Distrib (RAL 2025) and BOP-Distrib (WACV 2026).
- Popular science article on my thesis for the book "Univers en création" by Hélène Launois, published by CEA.
French
Native or bilingual
English
Fluent
Remote only
Primarily works remotely
Experience
- CentraleSupélecTeaching Assistant M2 MVAPUBLIC SECTOROctober 2023 - January 2024 (3 months)Gif-sur-Yvette, FranceVision Transformers, GANs, Optimization, NLP, Reinforcement Learning, Representation Learning
- SORBONNE UNIVERSTÉTeaching Assistant L2 Computer ScienceEDUCATION AND E-LEARNINGSeptember 2023 - December 2023 (3 months)Paris, FranceThe essential elements of Java, inheritance, polymorphism, encapsulation, abstraction, interfaces, exception handling, file I/O, and serialization.
- CEAPhD in Signal, Image and Automatic ControlJuly 2022 - July 2025 (3 years)Palaiseau, FranceThis work focuses on estimating the 6D object pose distribution from a single RGB image and a 3D model, combining computer vision and deep learning to handle ambiguities, occlusions, and uncertainties.Thesis Director: Vincent LepetitTwo publications: RA-L 2025 and WACV 2026
Recommendations
Be the first to recommend Asma
Help this freelancer shine by sharing your experience working together.
These freelancer profiles also match your criteria
Agatha Frydrych
Backend Java Software Engineer
4.7
(3)
2
Baptiste Duhen
Fullstack developer
4.6
(4)
5
Amed Hamou
Senior Lead Developer
4
(2)
7
Audrey Champion
Web developer
4.3
(3)
4
Education
- PhD in Signal, Image and Automatic ControlÉcole nationale des ponts et chaussées (ENPC)2025Estimation de la distribution des poses d'objets en 6D à partir d'une seule image RGB et d'un modèle d'objet. Supervisée par Vincent LEPETIT.
- Master in Vision and Intelligent MachinesUniversité Paris Cité (ex Université Paris-Descartes)2021Apprentissage automatique, imagerie 3D, analyse d'images et de vidéos, imagerie biomédicale, reconnaissance des formes et tracking