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<!DOCTYPE html>
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<head>
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    <meta name="description" content="Computational Sensing and Information Processing Lab at UC Riverside. Research in computational imaging and machine learning.">
    <meta name="author" content="M. Salman Asif">

    <title>CSIPLab | Computational Sensing and Information Processing Lab, UCR</title>

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            font-weight: 700;
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</head>

<body>

<header class="hero-section text-center">
    <div class="container">
        <h1 class="display-5">Computational Sensing and Information Processing Lab</h1>
        <p class="lead">A Computational Imaging and Machine Learning Research Group at UC Riverside</p>
        <p>
            Directed by: <a href="https://intra.ece.ucr.edu/~sasif/" target="_blank"><strong>M. Salman Asif</strong></a>
        </p>
        <a class="btn btn-primary mt-3" href="https://github.com/CSIPlab" target="_blank">
            <i class="fab fa-github"></i> View on GitHub
        </a>
    </div>
</header>

<main class="container my-5 project-section">
    <h2 class="text-center">Our Research Projects</h2>

    <div class="row row-cols-1 row-cols-md-2 row-cols-lg-3 g-4">

        <div class="col">
            <div class="card project-card">
                <img src="./icip2025_multimodal/img/mml-tutorial.png" class="card-img-top" alt="Robust Multimodal Learning Tutorial">
                <div class="card-body text-center">
                    <div>
                        <h5 class="card-title">Foundations and Recent Trends in Robust Multimodal Learning</h5>
                        <p class="card-text">M. Salman Asif, Md Kaykobad Reza</p>
                        <p class="venue-text">ICIP 2025 Tutorial</p>
                    </div>
                    <a href="icip2025_multimodal/" class="btn btn-primary">Details</a>
                </div>
            </div>
        </div>

        <div class="col">
            <div class="card project-card">
                <img src="./cross-modal-proxy-tokens/img/model-diagram-4.png" class="card-img-top" alt="Cross-Modal Proxy Tokens">
                <div class="card-body text-center">
                    <div>
                        <h5 class="card-title">Robust Multimodal Learning via Cross-Modal Proxy Tokens</h5>
                        <p class="card-text">Md Kaykobad Reza, Ameya Patil, Mashhour Solh, M. Salman Asif</p>
                        <p class="venue-text">Transactions on Machine Learning Research</p>
                    </div>
                    <a href="cross-modal-proxy-tokens/" class="btn btn-primary">Details</a>
                </div>
            </div>
        </div>

        <div class="col">
            <div class="card project-card">
                <img src="./MMSFormer/img/MMSFormer-min.png" class="card-img-top" alt="MMSFormer Project">
                <div class="card-body text-center">
                    <div>
                        <h5 class="card-title">MMSFormer: Multimodal Transformer for Material and Semantic Segmentation</h5>
                        <p class="card-text">Md Kaykobad Reza, Ashley Prater-Bennette, and M. Salman Asif</p>
                        <p class="venue-text">IEEE Open Journal of Signal Processing (OJSP) 2024</p>
                    </div>
                    <a href="MMSFormer/" class="btn btn-primary">Details</a>
                </div>
            </div>
        </div>

        <div class="col">
            <div class="card project-card">
                <img src="./Missing-Modality-Adaptation/img/ssf-final.png" class="card-img-top" alt="Missing Modalities Adaptation Project">
                <div class="card-body text-center">
                    <div>
                        <h5 class="card-title">Robust Multimodal Learning with Missing Modalities via Parameter-Efficient Adaptation</h5>
                        <p class="card-text">Md Kaykobad Reza, Ashley Prater-Bennette, and M. Salman Asif</p>
                        <p class="venue-text">IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2024</p>
                    </div>
                    <a href="Missing-Modality-Adaptation/" class="btn btn-primary">Details</a>
                </div>
            </div>
        </div>

        <div class="col">
            <div class="card project-card">
                <img src="./slug/assets/project/slug/slug-framework.svg" class="card-img-top" alt="SLUG Project">
                <div class="card-body text-center">
                    <div>
                        <h5 class="card-title">Targeted Unlearning with Single Layer Unlearning Gradient</h5>
                        <p class="card-text">Zikui Cai, Yaoteng Tan, M. Salman Asif</p>
                        <p class="venue-text">International Conference on Machine Learning (ICML) 2025</p>
                    </div>
                    <a href="slug/" class="btn btn-primary">Details</a>
                </div>
            </div>
        </div>

        <div class="col">
            <div class="card project-card">
                <img src="./DomainExpansionInverseProblems/static/images/intro_figure.png" class="card-img-top" alt="Domain Expansion Project">
                <div class="card-body text-center">
                    <div>
                        <h5 class="card-title">Domain Expansion via Network Adaptation for Solving Inverse Problems</h5>
                        <p class="card-text">Nebiyou Yismaw, Ulugbek S. Kamilov, M. Salman Asif</p>
                        <p class="venue-text">IEEE Transactions on Computational Imaging (TCI) 2024</p>
                    </div>
                    <a href="DomainExpansionInverseProblems/" class="btn btn-primary">Details</a>
                </div>
            </div>
        </div>

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        <p>&copy; 2023 - 2025 | Computational Sensing and Information Processing Lab, University of California, Riverside</p>
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