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A Comprehensive Review of Vision-Based 3D Reconstruction Methods
SensorsWith the rapid development of 3D reconstruction, especially the emergence of algorithms such as NeRF and 3DGS, 3D reconstruction has become a popular research topic in recent years.
Linglong Zhou +4 more
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Large-Scale 3D Reconstruction from Multi-View Imagery: A Comprehensive Review
Remote SensingThree-dimensional reconstruction is a key technology employed to represent virtual reality in the real world, which is valuable in computer vision. Large-scale 3D models have broad application prospects in the fields of smart cities, navigation, virtual ...
Haitao Luo +4 more
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PixelSplat: 3D Gaussian Splats from Image Pairs for Scalable Generalizable 3D Reconstruction [PDF]
Computer Vision and Pattern Recognition, 2023 We introduce pixelSplat, a feed-forward model that learns to reconstruct 3D radiance fields parameterized by 3D Gaussian primitives from pairs of images. Our model features real-time and memory-efficient rendering for scalable training as well as fast 3D
David Charatan +3 more
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Survey on 3D Reconstruction Methods Based on Visual Deep Learning [PDF]
Jisuanji kexue yu tansuo, 2023 In recent years, as one of the important tasks of computer vision, 3D reconstruction has received extensive attention. This paper focuses on the research progress of using deep learning to reconstruct the 3D shape of general objects in recent years ...
LI Mingyang, CHEN Wei, WANG Shanshan, LI Jie, TIAN Zijian, ZHANG Fan
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Triplane Meets Gaussian Splatting: Fast and Generalizable Single-View 3D Reconstruction with Transformers [PDF]
Computer Vision and Pattern Recognition, 2023 Recent advancements in 3D reconstruction from single images have been driven by the evolution of generative models. Prominent among these are methods based on Score Distillation Sampling (SDS) and the adaptation ofdiffusion models in the 3D domain ...
Zi-Xin Zou +6 more
semanticscholar +1 more source
Splatter Image: Ultra-Fast Single-View 3D Reconstruction [PDF]
Computer Vision and Pattern Recognition, 2023 We introduce the Splatter Image, an ultra-efficient approach for monocular 3D object reconstruction. Splatter Image is based on Gaussian Splatting, which allows fast and high-quality reconstruction of 3D scenes from multiple images.
Stanislaw Szymanowicz +2 more
semanticscholar +1 more source
Review of 3D Face Reconstruction Based on Single Image [PDF]
Jisuanji kexue, 2022 In the field of computer vision,3D face reconstruction is a valuable research direction.High quality reconstruction of 3D faces can find applications in face recognition,anti-proofing,animation and medical cosmetology.In the last two decades,although ...
HE Jia-yu, HUANG Hong-bo, ZHANG Hong-yan, SUN Mu-ye, LIU Ya-hui, ZHOU Zhe-hai
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TCM-Net: Mixed Global–Local Learning for Salient Object Detection in Optical Remote Sensing Images
Remote Sensing, 2023 Deep-learning methods have made significant progress for salient object detection in optical remote sensing images (ORSI-SOD). However, it is difficult for existing methods to effectively exploit both the multi-scale global context and local detail ...
Junkang He +5 more
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Molecules, 2021 To monitor the illegal used of furaltadone, a highly sensitive indirect competitive enzyme-linked immunosorbent assay (ic-ELISA) and fluorescence-linked immunosorbent assay (FLISA) based on a monoclonal antibody (mAb) were developed for the detection of ...
Yong Xie +4 more
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Research Advances and Prospects of Crop 3D Reconstruction Technology
智慧农业, 2021 Crop 3-dimensional (3D) reconstruction is one of the most fundamental techniques in crop phenomics, and is an important tool to accurately describe the holographic structure of crop morphology.
ZHU Rongsheng +12 more
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