[
    {
        "id": "cardoso-thesis",
        "type_id": "phdthesis",
        "tu_id": null,
        "repositum_id": "20.500.12708/209309",
        "title": "Approaching Under-Explored Image-Space Problems with Optimization",
        "date": "2024-12-19",
        "abstract": "This doctoral dissertation delves into three distinct yet interconnected problems in the realm of interactive image-space computing in computer graphics, each of which has not been tackled by existing literature.The first problem centers on the prediction of visual error metrics in real-time applications, specifically in the context of content-adaptive shading and shading reuse. Utilizing convolutional neural networks, this research aims to estimate visual errors without requiring reference or rendered images. The models developed can account for 70%–90% of the variance and achieve computation times that are an order of magnitude faster than existing methods. This enables a balance between resource-saving and visual quality, particularly in deferred shading pipelines, and can achieve up to twice the performance compared to state-of-the-art methods depending on the portion of unseen image regions. The second problem focuses on the burgeoning field of light-field cameras and the challenges associated with depth prediction. This research argues for the refinement of cost volumes rather than depth maps to increase the accuracy of depth predictions. A set of cost-volume refinement algorithms is proposed, which dynamically operate at runtime to find optimal solutions, thereby enhancing the accuracy and reliability of depth estimation in light fields.The third problem tackles the labor-intensive nature of hand-drawn animation, specifically in the detailing of character eyes. An unsupervised network is introduced that blends inpainting and image-to-image translation techniques. This network employs a novel style-aware clustering method and a dual-discriminator optimization strategy with a triple-reconstruction loss. The result is an improvement in the level of detail and artistic consistency in hand-drawn animation, preferred over existing work 95.16% of the time according to a user study.Optimization techniques are the common thread that ties these problems together. While dynamic optimization at runtime is employed for cost volume refinement, deep-learning methods are used offline to train global solutions for the other two problems. This research not only fills gaps in the existing literature but also paves the way for future explorations in the field of computer graphics and optimization, offering new avenues for both academic research and practical applications.",
        "authors_et_al": false,
        "substitute": null,
        "main_image": null,
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        "authors": [
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                "website": "https://www.cg.tuwien.ac.at/staff/Joao-AfonsoCardoso",
                "firstname": "Joao Afonso",
                "lastname": "Cardoso",
                "searchname": "Joao Afonso Cardoso",
                "is_teacher": false,
                "name": "Joao Afonso Cardoso",
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                    {
                        "publ_id": "Kugler-2021",
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                    {
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                    {
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                        "publ_id": "wieser-2019-ani",
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        ],
        "ac_number": "AC17414787",
        "date_end": "2024-12-19",
        "date_start": "2019-04",
        "doi": "10.34726/hss.2025.128664",
        "matrikelnr": "11937133",
        "open_access": "yes",
        "pages": "110",
        "reviewer_1": [
            {
                "id": 1825,
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                "firstname": "Amal Dev",
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                "searchname": "Amal Dev Parakkat",
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                "name": "Amal Dev Parakkat",
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                "firstname": "Jorge",
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                "id": "Perception",
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                "name": "Perception",
                "short_abstract": "In this area, our research focuses on understanding and using the capabilities of human perception for designing high-quality graphics algorithms and effective visualizations.",
                "abstract": "<p>In computer graphics we produce images, videos, visualizations and other content that is perceived by humans. By understanding the limits of human perception, we can design and optimize rendering algorithms that perfectly fit users' needs, tailor visualizations to make data better understandable, and effectively draw the user's attention to important information.</p>\r\n",
                "website": "https://www.cg.tuwien.ac.at/research/area/Perception",
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                "abstract": "The project will create a leading European-wide doctoral Collegium for research in Advanced Visual and Geometric Computing for 3D Capture, Display, and Fabrication (EVOCATION). The Collegium will train the next generation of creative, entrepreneurial and innovative experts who will be equipped with the necessary skills and competences to face current and future major challenges in scalable and high-fidelity geometry and material acquisition, extraction of structure and semantic information, processing, visualization, 3D display and 3D fabrication in professional and consumer applications. In the future, the ESRs will lead research and development of new visual and geometric computing methods in the widest variety of applications, ranging from industrial design to humanities, from medical training to urban assessment, and from creative industries to education methodologies. The EVOCATION network of public and private entities will be naturally multidisciplinary and multi-institutional and will: (a) promote, through domain-specific challenges, the culture of open science and multidisciplinary research applied to concrete problems of the real world, in strict cooperation with end users in engineering, science and humanities; (b) advance the state-of- the-art in geometry and material acquisition, geometry processing and semantic feature extraction, interactive visualization, computational fabrication, and high-bandwidth/3D display systems; (c) bridge complementary approaches for cost-effective data digitization, visualization, fabrication, and display through the integration of different methodologies in the 3D capture, processing and fabrication pipeline; (d) demonstrate the feasibility and efficiency of scalable cost-effective end-to-end techniques to virtually and physically capture and create objects with complex shape and appearance; (e) increase awareness of the benefits of advanced visual/geometric computing technology in both professional and consumer domains.",
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                "end_date": "2022-09-30",
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                    "Geometry",
                    "Modeling",
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                    "cardoso-2022-rtpercept",
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        "tu_id": null,
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        "title": "Re:Draw - Context Aware Translation as a Controllable Method for Artistic Production",
        "date": "2024-08",
        "abstract": "We introduce context-aware translation, a novel method that combines the benefits of inpainting and image-to-image translation, respecting simultaneously the original input and contextual relevance – where existing methods fall short. By doing so, our method opens new avenues for the controllable use of AI within artistic creation, from animation to digital art.\nAs an use case, we apply our method to redraw any hand-drawn animated character eyes based on any design specifications – eyes serve as a focal point that captures viewer attention and conveys a range of emotions; however, the labor-intensive na-\nture of traditional animation often leads to compromises in the complexity and consistency of eye design. Furthermore, we remove the need for production data for training and introduce a new character recognition method that surpasses existing work\nby not requiring fine-tuning to specific productions.\nThis proposed use case could help maintain consistency throughout production and unlock bolder and\nmore detailed design choices without the production cost drawbacks. A user study shows contextaware translation is preferred over existing work 95.16% of the time.",
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                "website": "https://www.cg.tuwien.ac.at/staff/Joao-AfonsoCardoso",
                "firstname": "Joao Afonso",
                "lastname": "Cardoso",
                "searchname": "Joao Afonso Cardoso",
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                "name": "Joao Afonso Cardoso",
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                    {
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                "firstname": "Francesco",
                "lastname": "Banterle",
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                "name": "Francesco Banterle",
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                "firstname": "Paolo",
                "lastname": "Cignoni",
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        "booktitle": "Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence (IJCAI-24)",
        "date_from": "2024-08-03",
        "date_to": "2024-08-09",
        "doi": "10.24963/ijcai.2024/842",
        "event": "33rd International Joint Conference on Artificial Intelligence (IJCAI 2024)",
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            {
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                "website": "https://www.cg.tuwien.ac.at/staff/Joao-AfonsoCardoso",
                "firstname": "Joao Afonso",
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                "name": "Joao Afonso Cardoso",
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        ],
        "keywords": [
            "Application domains: Images, movies and visual arts",
            "Application domains: Computer Graphics and Animation",
            "Methods and resources: AI systems for collaboration and co-creation",
            "Methods and resources: Machine learning, deep learning, neural models, reinforcement learning",
            "Theory and philosophy of arts and creativity in AI systems: Social (multi-agent) creativity and human-computer co-creation"
        ],
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