Diversified Composite Prompting to Enhance Generalisation of Vision‐Language Models
ABSTRACT In recent years, prompt learning has shown promise in transferring pretrained vision‐language models (VLMs) to downstream tasks. However, existing methods face two challenges in improving generalisation: (1) When leveraging the collaborative effect of multimodal prompts, it is often assumed that text and visual modalities share the same prompt
Xiaoyong Mei +5 more
wiley +1 more source
Integrating multiple observation data sources to facilitate movement modelling of killer whale pods. [PDF]
Thompson PR, Dowd M, Yurk H, Joy R.
europepmc +1 more source
Neural Network Repair With Shapley‐Guided Search
ABSTRACT The deployment of deep neural networks (DNNs) in safety‐critical domains is critically hampered by their vulnerability to defects, which can arise from malicious attacks or low‐quality data. Therefore, precisely locating the network components responsible for these defects, and subsequently repairing them without compromising overall model ...
Xiaofu Du +4 more
wiley +1 more source
Species diversity and competition influence nitrogen resorption efficiency in mixed hardwood plantations. [PDF]
Nelson TM +6 more
europepmc +1 more source
Deep blueprint: A literature review and guide to automated image classification for ecologists
A practical, literature‐grounded review that gives ecologists a clear, modular workflow for deep learning image classification. With code, GUIs and a novel deep sea case study (automated deep sea biotope classification) it lowers technical barriers and provides a usable blueprint for accelerating, standardising, and scaling ecological image analysis ...
Chloe A. Game +2 more
wiley +1 more source
Data-Driven Characterization of Knee Structures Using Non-Negative Matrix Factorization of 3D Multi-Echo UTE MRI. [PDF]
Smekens C +5 more
europepmc +1 more source
Field Strength-Dependent White Matter R<sub>1</sub> and R<sub>2</sub> Anisotropy of Phase-Cycled Balanced Steady-State Free Precession Relaxometry. [PDF]
Birk F +8 more
europepmc +1 more source
Surprisal Analysis-Based Compaction of Entangled Molecular States of Maximal Entropy. [PDF]
Hamilton JR, Remacle F, Levine RD.
europepmc +1 more source
An immunoregenerative approach to mitigate post-traumatic osteoarthritis after intra-articular fracture. [PDF]
Valerio MS +6 more
europepmc +1 more source
Determinants of cerebral microbleed presence and burden in CADASIL. [PDF]
Lebenberg J +5 more
europepmc +1 more source

