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About Rival: Backed by top VCs and angels, Rival is building a unique 3D content-sharing platform and a first-of-its-kind foundational AI model that converts any 2D video into an immersive 3D experience. Currently a team of 13, Rival has brought together talents from Google, Meta, Amazon, BCG, Morgan Stanley, etc. Project Overview: We are seeking a highly motivated PhD intern to join our team and contribute to an exciting project focused on developing a novel, end-to-end system for converting standard 2D videos into compelling 3D (stereoscopic or depth-based) formats using advanced AI techniques. The goal is to research, design, and implement deep learning models capable of understanding scene geometry, motion, and temporal consistency directly from monocular video input to generate high-quality 3D output automatically. This research has the potential to revolutionize content creation and consumption for VR/AR and 3D displays. Your Responsibilities: Conduct literature reviews on state-of-the-art methods in monocular depth estimation, novel view synthesis, video understanding, and 2D-to-3D conversion. Design, implement, and experiment with deep learning architectures (e.g., Transformers, CNNs, GANs, Diffusion Models) for the 2D-to-3D conversion task. Focus on key challenges such as temporal consistency, handling complex motion, maintaining geometric accuracy, and computational efficiency. Process and manage large-scale video datasets for training and evaluation. Collaborate closely with researchers and engineers to integrate findings into a prototype system. Analyze results, document findings, and present progress regularly. Contribute to potential publications or patent applications based on research outcomes. Required Qualifications: Currently enrolled in / just finished a PhD program in Computer Science, Electrical Engineering, Artificial Intelligence, or a related field. Research focus in Computer Vision, Deep Learning, Machine Learning, or Graphics. Solid theoretical understanding and practical experience in deep learning and computer vision fundamentals. Proficiency in Python and deep learning frameworks (e.g., PyTorch, TensorFlow). Experience working with image and/or video data. Strong analytical, problem-solving, and research skills. Excellent communication and collaboration abilities. Preferred Qualifications: Track record of relevant publications in top-tier CV/ML conferences (e.g., CVPR, ICCV, ECCV, NeurIPS, ICML, SIGGRAPH). Experience specifically with monocular depth estimation, stereoscopic vision, view synthesis, video generation, or 3D reconstruction. Familiarity with video processing tools (e.g., OpenCV, FFmpeg). Experience with large-scale model training and data pipelines. Contributions to relevant open-source projects.
Job title: 2x Architectural Assistant (Part I or Equivalent) Reporting to: Project Leader of the current project on a day to day basis and ultimately to the Senior Partner We’re looking for a creative and motivated recent architecture graduate or Part 1 Architectural Assistant to join our growing London team full-time. At Darrenn, you’ll be supported, challenged, and encouraged to contribute your ideas from day one. You’ll be involved in the concept design stage, working closely with our multidisciplinary team to bring fresh perspectives and creativity to our projects. This is more than just a first job- it’s a real opportunity to learn, grow, and develop your career in a dynamic and collaborative environment, with the potential to take on greater responsibilities over time. Responsibilities - Prepare, develop and edit, under the guidance of the project leader or nominated architect, drawings, models, images and other documents relating to the design - Seek to understand the design project - Develop, where required, representations of design options for further discussion by the design team - Contribute, or otherwise assist, as required by the Partner, Senior Partner or nominated Architect Qualities & skills required - Able to demonstrate ability to undertake the above responsibilities - Legally able to work in the country in which the position is based - Evidence of a good design understanding e.g. a good design portfolio - Ability to use a variety of media in the development and documentation of a design project - A flexible and open attitude towards new ways of working and commitment to independent, life long learning - Excellent organisational skills - Able to manage sensitive and sometimes confidential information - Self motivated and able to demonstrate initiative and a proactive approach to daily tasks and in response to direction or instruction - Good interpersonal skills and able to work independently and as part of an effective team, assisting and supporting team members - Able to build good relationships at all levels, internally and externally - Resilient to cope with conflicting demands, able to prioritise duties and work effectively under pressure and meet deadlines efficiently and effectively budget - Evidence of the ability to understand design decisions taken by others Desirable - Ability to use some of the following: MicroStation, Rhino, Revit, PhotoShop, Illustrator, InDesign, Word, Excel, Outlook, PowerPoint, Internet Explorer This description reflects the core activities of the role but is not intended to be all-inclusive and other duties within the group/department may be required in addition to changes in the emphasis of duties as required from time to time. There is a requirement for the post holder to recognise this and adopt a flexible approach to work. Job descriptions will be reviewed regularly and where necessary revised in accordance with organisational needs.
Job title: Registered Architect We’re seeking a creative and ambitious Full or Part-time Registered Architect to join our growing London team. At Darrenn, you’ll be seen, heard, and empowered to make your mark. You’ll take part in everything from early design concepts to project delivery, collaborate across disciplines, and bring fresh energy to our diverse and talented team. For the right person, this is more than a job — it’s a real opportunity to grow with us and take on greater responsibility in the future. Responsibilities - Understand the design project - Prepare, and develop where required, drawings, models, images and other documents relating to the design - Assist where required in the co-ordination of the internal design team - Take responsibility, where required by the project leader, for specific areas of the design and project development - Liaise, where appropriate, with members of the external design team and other associated organisations or companies - Seek, and record evidence of, continuing professional development (CPD) and an annual Personal Development Plan (PDP) in accordance with the requirements of the RIBA (or equivalent as applicable e.g. AIA, National Administration Board of Architectural Registration (NABAR)) - Contribute, or otherwise assist, as required Qualities & skills required - Able to demonstrate ability to undertake the above responsibilities - Legally able to work in the country in which the position is based - Ability to understand and formulate design decisions and present for discussion - Ability to use a variety of media in the development and documentation of a design project - Ability to take initiative in response to direction or instruction - Ability to work well under pressure and meet deadlines efficiently - A flexible and open attitude towards new ways of working and commitment to independent, life long learning - Excellent organisational skills - Able to manage sensitive and sometimes confidential information - Self motivated and able to take responsibility - Able to demonstrate initiative and a proactive approach to daily tasks - Good interpersonal skills and able to work independently and as part of an effective team - Flexible attitude - Able to build good relationships at all levels, internally and externally - Resilient to cope with conflicting demands, able to prioritise duties and work effectively under pressure while remaining calm and professional at all times Desirable - Understanding of the architects role in the co-ordination and integration of project information and management - Ability to assist with the management of junior assistant architects on the team - Understanding of financial aspects of running a design project on time and on budget - Ability to use some of the following: MicroStation, Rhino, revit, PhotoShop, Illustrator, InDesign, Internet Explorer, Word, Excel, Outlook, PowerPoint - ARB Registered This description reflects the core activities of the role but is not intended to be all-inclusive and other duties within the group/department may be required in addition to changes in the emphasis of duties as required from time to time. There is a requirement for the post holder to recognise this and adopt a flexible approach to work. Job descriptions will be reviewed regularly and where necessary revised in accordance with organisational needs.