A hierarchical multimodal framework coupling a large language model for task decomposition and semantic mapping with a fine‐tuned vision‐language model for semantic perception, enhanced by GridMask, is presented. An aerial‐ground robot team exploits the semantic map for global and local planning.
Haokun Liu +6 more
wiley +1 more source
A spatially comprehensive canopy cover dataset derived from NASA's ice, cloud and land elevation satellite-2 (ICESat-2) for the state of Alabama, USA. [PDF]
Narine LL, Johnson B.
europepmc +1 more source
Securing Generative Artificial Intelligence with Parallel Magnetic Tunnel Junction True Randomness
True random numbers can protect generative artificial intelligence (GAI) models from attacks. A highly parallel, spin‐transfer torque magnetic tunnel junction‐based system is demonstrated that generates high‐quality, energy‐efficient random numbers.
Youwei Bao, Shuhan Yang, Hyunsoo Yang
wiley +1 more source
A machine learning and remote sensing approach for accurate forest sub-compartment level vegetation cover change monitoring. [PDF]
Zhang W, Tian Y, Su X, Wu D.
europepmc +1 more source
Cardiovascular diseases are leading death causes; electrocardiogram (ECG) analysis is slow, motivating machine learning and deep learning. This study compares deep convolutional generative adversarial network, conditional GAN, and Wasserstein GAN with gradient penalty (WGAN‐GP) for synthetic ECG spectrograms; Fréchet Inception Distance (FID) and ...
Giovanny Barbosa‐Casanova +3 more
wiley +1 more source
Computing power network dynamic resource scheduling integrating time series mixing dynamic state estimation and hierarchical reinforcement learning. [PDF]
Liu H +6 more
europepmc +1 more source
This paper presents a degeneracy‐aware light detection and ranging (LiDAR)‐inertial framework that enhances LiDAR simultaneous localization and mapping performance in challenging environments. The proposed system integrates a dual‐layer robust odometry frontend with a Scan‐Context‐based loop‐closure detection backend.
Haoming Yang +4 more
wiley +1 more source
Cloud Cover Prediction Model Using Multichannel Geostationary Satellite Images
Eunbin Cho, Eunbin Kim, Yeji Choi
openaire +1 more source
Review of Memristors for In‐Memory Computing and Spiking Neural Networks
Memristors uniquely enable energy‐efficient, brain‐inspired computing by acting as both memory and synaptic elements. This review highlights their physical mechanisms, integration in crossbar arrays, and role in spiking neural networks. Key challenges, including variability, relaxation, and stochastic switching, are discussed, alongside emerging ...
Mostafa Shooshtari +2 more
wiley +1 more source
Global 30-m annual median vegetation height maps (2000-2022) based on ICESat-2 data and Machine Learning. [PDF]
Hunter MO +7 more
europepmc +1 more source

