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Published in 2019 at "International Journal of Computer Vision"
DOI: 10.1007/s11263-019-01217-w
Abstract: We study the problem of recovering an underlying 3D shape from a set of images. Existing learning based approaches usually resort to recurrent neural nets, e.g., GRU, or intuitive pooling operations, e.g., max/mean poolings, to…
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Keywords:
multi view;
aggregation;
view reconstruction;
deep feature ... See more keywords
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Published in 2019 at "International Journal of Computer Vision"
DOI: 10.1007/s11263-019-01218-9
Abstract: Recovering 3D geometry from cameras in underwater applications involves the Refractive Structure-from-Motion problem where the non-linear distortion of light induced by a change of medium density invalidates the single viewpoint assumption. The pinhole-plus-distortion camera projection…
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Keywords:
camera;
camera model;
two view;
view reconstruction ... See more keywords
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Published in 2024 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2024.3353877
Abstract: Defect detection plays an important role in industry quality control and process evaluation. Learning-based computed tomography (CT) detection with 3-D volume restoration from a single X-ray image is a promising method faster than conventional CT…
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Keywords:
detection;
view reconstruction;
hybrid framework;
image ... See more keywords
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Published in 2024 at "IEEE Transactions on Medical Imaging"
DOI: 10.1109/tmi.2024.3376414
Abstract: Score-based generative model (SGM) has risen to prominence in sparse-view CT reconstruction due to its impressive generation capability. The consistency of data is crucial in guiding the reconstruction process in SGM-based reconstruction methods. However, the…
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Keywords:
view reconstruction;
reconstruction;
sparse view;
model ... See more keywords
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Published in 2024 at "IEEE transactions on pattern analysis and machine intelligence"
DOI: 10.48550/arxiv.2403.18795
Abstract: We tackle the challenge of efficiently reconstructing a 3D asset from a single image at millisecond speed. In this work, we introduce Gamba, an end-to-end 3D reconstruction model from a single-view image, emphasizing two main…
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Keywords:
view;
view reconstruction;
gaussian splatting;
reconstruction ... See more keywords