An large language model‐powered multimodal framework is developed for robotic endoscope control. It integrates speech recognition and real‐time instrument tracking, achieving 89.47% command accuracy with ~1s latency for natural human–robot interaction in minimally invasive surgery.
Yisen Huang +7 more
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
Secure Fusion‐X harmonizes unstructured NVD descriptions with structured CVSS/CWE/CPE metadata via decision‐level fusion, overcoming the fragility of traditional unimodal models. Automated assessment of software vulnerability exploitability is essential for intelligent cyber defense, yet its effectiveness is often hindered by unstable, delayed, or ...
Mona Dolati +3 more
wiley +1 more source
Development of semantic verbal fluency in children aged 2 to 5 and its relationship with participating in music activities. [PDF]
Torppa R +3 more
europepmc +1 more source
Dual‐View Representation Learning for Deployable Humanoid Whole‐Body Control
Humanoid robots must learn control from limited onboard sensing, although simulation provides richer training‐only states. DVP learning pairs these views of each simulated motion and aligns their latent control features inside the policy‐learning loop. This direct, deployment‐aware supervision accelerates learning while the deployed policy relies only ...
Haolin Song +3 more
wiley +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
From Instruction to Inheritance: Scaling Robot Learning Through Knowledge Circulation
Robot learning moves from one‐way instruction toward knowledge circulation. Humans teach robots, robots teach one another, and robots share acquired skills with humans. This perspective connects teaching, embodiment, and learning architectures to explore how knowledge is inherited, adapted, and enriched across agents, opening a path toward scalable ...
Kento Kawaharazuka +13 more
wiley +1 more source
Image-Based Prediction of Food Weight and Nutritional Composition in Bowl-Served Meals Using Semantic Segmentation and Multi-View 3D Reconstruction. [PDF]
Ji X, Feng Y, Lu H, Chu D, Han Q.
europepmc +1 more source
Attention-Enhanced Multi-Scale Feature-Wise Linear Modulation for Fine-Grained Poisonous Mushroom Image Recognition. [PDF]
He Y, Lv H, Lu C, Yang D, Li X, Zhang L.
europepmc +1 more source

