Intern, Skin Tone Management in HDR and Wide Color Gamut Conversion
At a glance
- Location
- Rennes, France
- Work type
- Onsite
Internship in skin tone management during HDR and wide color gamut conversion. Master 2 level student (6 months) will review current research, design prototypes, and evaluate methods using deep learning; emphasis on neural networks and color-processing techniques. Location: Rennes, France.
What they are looking for
Location: Rennes, France
About InterDigital
InterDigital is a global research and development company focused on wireless, video, artificial intelligence (AI), and related technologies. We create foundational technologies that enable connected, immersive experiences across communications and entertainment products and services. Our innovations are licensed worldwide to manufacturers of wireless devices, consumer electronics, IoT products, and motor vehicles, as well as to providers of cloud-based services such as video streaming.
Our engineers have contributed innovations spanning the earliest digital cellular systems, 5G, and today’s advanced Wi-Fi technologies. InterDigital is also a leader in video processing and video encoding and decoding, supported by significant AI research across both wireless and video. Founded in 1972, InterDigital is listed on Nasdaq.InterDigital is a registered trademark of InterDigital, Inc.
For more information, visit: www.interdigital.com.
About the Internship
The Video Production Services team develops technologies that enhance video production and delivery for modern displays, with a particular focus on high dynamic range (HDR) and wide color gamut. These technologies rely on conversions both in luminance and color and that may affect the perception of very sensitive colors, such as the skin tones. This internship will investigate the management of skin tones during those conversions, investigating color-processing techniques that reflect key characteristics of human vision, including the effects of luminance on color perception and chromatic contrast, especially on skin tones.
As part of the team, the intern will assess the state of the art in skin tone aware color gamut mapping techniques, identify promising approaches, design and implement prototypes, and evaluate the resulting methods. Deep learning and neural networks techniques will be preferred where they offer a meaningful advantage.
Key Responsibilities
Review and synthesize current research on skin tone aware color gamut mapping techniques.
Identify promising directions for integrating skin tone related metrics into color-processing pipelines.
Design and implement optimization methods, including neural-network-based approaches
Evaluate experimental results and iteratively refine the proposed methods.
Qualifications
Currently pursuing a master’s degree in computer science, electrical engineering, applied mathematics, or a related field. Master 2 level, 6 months internship.
Skills in Python and C/C++.
Experience with a deep-learning framework such as PyTorch or TensorFlow, including the training and evaluation of convolutional neural networks.
Knowledge of image processing, or perceptual image quality is a plus.
Fluent English
An autonomous, curious, and rigorous approach to research and experimentation.
Key Topics
Image and color processing
Human visual system and perceptual metrics related to skin tone
Deep learning
Expected Outcomes
A concise review of current skin tone color gamut-mapping techniques.
New proposals for local gamut-mapping methods.
Working prototypes of the proposed methods.
Technical reports documenting the algorithms, experiments, results, and conclusions.
Location
Rennes, France
Equal Employment Opportunity
InterDigital is an equal employment opportunity employer. InterDigital does not engage in or tolerate unlawful discrimination in any employment decision, policy, or practice based on a person’s sex, gender, pregnancy (including childbirth, breastfeeding, and related medical conditions), age, race, color, religion, creed, national origin, ancestry, citizenship, military status, veteran status, mental or physical disability, medical condition, genetic information, sexual orientation, gender identity or expression, or any other factor protected by applicable federal, state, or local law. This policy applies to all terms and conditions of employment, including recruiting, hiring, compensation, benefits, training, assignments, evaluations, coaching, promotion, discipline, discharge, and layoff.
À propos d'InterDigital
InterDigital est une société internationale de recherche et développement spécialisée dans les technologies sans fil, la vidéo, l'intelligence artificielle (IA) et les technologies associées. Nous créons des technologies fondamentales qui rendent possibles des expériences connectées et immersives dans les produits et services de communication et de divertissement. Nos innovations font l'objet de licences dans le monde entier auprès de fabricants d'appareils sans fil, d'électronique grand public, d'objets connectés (IoT) et de véhicules à moteur, ainsi que de fournisseurs de services cloud tels que la diffusion vidéo en streaming.
Nos ingénieurs ont apporté des innovations qui couvrent les premiers systèmes cellulaires numériques, la 5G et les technologies Wi-Fi les plus avancées d'aujourd'hui. InterDigital est également un leader du traitement vidéo ainsi que du codage et du décodage vidéo, en s'appuyant sur une recherche importante en IA dans les domaines du sans-fil comme de la vidéo. Fondée en 1972, InterDigital est cotée au Nasdaq.
InterDigital est une marque déposée d'InterDigital, Inc.
Pour en savoir plus, rendez-vous sur www.interdigital.com.
Le stage
L'équipe Video Production Services développe des technologies qui améliorent la production et la diffusion vidéo pour les écrans modernes, avec un accent particulier sur la grande plage dynamique (High Dynamic Range, HDR) et le large gamut de couleurs (Wide Color Gamut). Ces technologies reposent sur des conversions de luminance et de couleur, susceptibles d'affecter la perception de couleurs très sensibles, comme les carnations (tons de peau). Ce stage portera sur la gestion des carnations au cours de ces conversions, en étudiant des techniques de traitement de la couleur qui reflètent des caractéristiques essentielles de la vision humaine, notamment les effets de la lumi