Advances in 4D Representation: Geometry, Motion, and Interaction
We survey 4D representation through three key pillars — geometry, motion, and interaction — offering a selective, representation‐centric perspective to guide researchers in choosing and customizing the right 4D representation for their tasks. Abstract We present a survey on 4D generation and reconstruction, a fast‐evolving subfield of computer graphics
M. Zhao +7 more
wiley +1 more source
Mixture of Mesh Experts With Random Walk Transformer Gating
Abstract In recent years, various methods have been proposed for mesh analysis, each offering distinct advantages and often excelling on different object classes. We present a novel Mixture of Experts (MoE) framework designed to harness the complementary strengths of these diverse approaches.
Amir Belder, Ayellet Tal
wiley +1 more source
Survey on Compositional 3D Indoor Scene Generation
This survey provides a comprehensive overview of compositional 3D indoor scene generation, introducing a unified framework for categorizing existing methods, comparing their strengths and limitations and identifying key challenges and future research directions.
H. I. I. Tam +7 more
wiley +1 more source
PMSPA-Net framework with geometric region decomposition for high-precision phenotyping of field-grown maize seedlings. [PDF]
Zhou J +11 more
europepmc +1 more source
Recent Trends in Inverse Rendering
This survey reviews 84 papers published between 2020 and 2025 on inverse rendering methods, introducing a taxonomy based on input data, scene representations, optimization strategies, and evaluation methods. We analyze emerging trends in neural, differentiable, and Gaussian‐splatting approaches, discuss applications, and identify key challenges and ...
S. Ullah, F. Pellacini, A. Giachetti
wiley +1 more source
SDA-Reg: large-scale dynamic scene point cloud registration with semantic dual-stream attention. [PDF]
Fu S, Cai Q, Yao Z, Chen Q, Lin T.
europepmc +1 more source
Three-dimensional organ segmentation and structural phenotyping of salt-stressed coriander seedlings using the optimized point transformer-based model PTV-SegCo. [PDF]
Wang S +7 more
europepmc +1 more source
Semantic segmentation of building elements using point cloud hashing
For the interpretation of point clouds, the semantic definition of extracted segments from point clouds or images is a common problem. Usually, the semantic of geometrical pre-segmented point cloud elements are determined using probabilistic networks and
Brunn, Ansgar +5 more
core
Analyzing liver histology with AI assistance demonstrates superior prognostic performance compared to manual scoring in PSC. AI‐measured portal inflammation, fibrosis, biliary epithelium, and blood vessels predicted key clinical endpoints, such as liver transplantation due to end‐stage liver disease, highlighting the importance of liver histology as a ...
Anna M. Salonen +9 more
wiley +1 more source
A distributed segmentation strategy developed for three-dimensional leaf trait quantification of tomato plants. [PDF]
Xin B, Lie Y, Pan X, Zhan M, Lv K, Li J.
europepmc +1 more source

