Rendering Synthetic Defects for Learning‐Based Industrial Inspection
Computer Graphics Forum, EarlyView.Abstract Computer vision increasingly uses synthetic data from physically based rendering to supplement limited real‐world datasets. In industrial inspection, defect data is scarce and the rendering pipeline is explicitly controlled, and synthetic defect generation therefore becomes a dataset design problem.
Runzhou Mao +5 more
wiley +1 more source
Post-Processing Algorithm for Leg Electrical Impedance Imaging Integrating Boundary Attention Mechanism. [PDF]
Sensors (Basel)Zhang L, Wang W.
europepmc +1 more source
ResEdit: Residual embeddings for precise generative image editing
Computer Graphics Forum, EarlyView.Abstract Conditional diffusion image generators can be repurposed for editing through inversion, without the need for large‐scale paired fine‐tuning data. However, producing high‐quality, targeted edits while maintaining image identity and global consistency remains challenging, as weakly conditioned inversion often embeds conflicting image features ...
Canberk Baykal +6 more
wiley +1 more source
Graphic design style transfer and aesthetic optimization algorithm based on a generative adversarial network. [PDF]
Sci RepDeng B, Ren L, Chan T, Tang C.
europepmc +1 more source
t‐Regina: Data‐driven Authoring of Free‐form Registration for Cartoon Character Sprites
Computer Graphics Forum, EarlyView.Abstract This paper proposes t‐Regina, a novel iterative scheme that automates the manipulation of grid handles in free‐form deformation (FFD) for deformable registrations of cartoon character sprites. First, we build a data‐driven FFD (dFFD) that enables users to handle locations of FFD handles from lower‐dimensional parameters.
Tsukasa Fukusato, Akinobu Maejima
wiley +1 more source
A causality-enhanced multiresolution residual learning framework for image retrieval with fast osprey optimization. [PDF]
Sci RepZeain AY, Ibrahim AA.
europepmc +1 more source
Advances in 4D Representation: Geometry, Motion, and Interaction
Computer Graphics Forum, EarlyView.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
MedGAN-SSM: Multimodal brain image synthesis network integration using SSM empowered GAN. [PDF]
iScienceSong T +5 more
europepmc +1 more source
KPI‐NeRF: Hyperspectral Neural Radiance Fields from a Single Kaleidoscopic Plenoptic Image
Computer Graphics Forum, EarlyView.KPI‐NeRF reconstructs hyperspectral light field images from a single kaleidoscopic plenoptic image. By leveraging neural radiance fields, it enables high‐quality spectral and angular de‐multiplexing for dynamic scene capture. Abstract Plenoptic imaging has excessive sampling requirements associated with the high dimensionality of the desired data.
Erqi Huang +3 more
wiley +1 more source
PAT-Mamba: Adaptive all-in-one image restoration for photoacoustic tomography via state space model. [PDF]
PhotoacousticsChen Z, Feng T, Ta D.
europepmc +1 more source