EMDS-7-FSCIL: a benchmark for Few-Shot Class-Incremental Learning in environmental microorganism recognition. [PDF]
Front MicrobiolZhou J +5 more
europepmc +1 more source
Advanced Robotics Research, EarlyView.Permanent magnet putty (PMP) integrates high‐coercivity NdFeB particles with a dynamic polyborosiloxane–Ecoflex matrix, achieving rapid self‐healing (90% mechanical recovery in 10 s) and magnetic recovery within 20 min. With twice the sensitivity of commercial putties, PMP enables precise 5–30 N force detection and discrimination between pressing and ...
Ruotong Zhao +5 more
wiley +1 more source
Pursuing Better Representations: Balancing Discriminability and Transferability for Few-Shot Class-Incremental Learning. [PDF]
J ImagingLi Q, Wang W, Fan H, Hui B, Wen F.
europepmc +1 more source
Compression-based $k$NN for Class Incremental Continual Learning
Valerie Vaquet +3 more
openalex +1 more source
Durability of Soft Pneumatic Actuators: A Review and Benchmarking Protocol
Advanced Robotics Research, EarlyView.Lack of durability is a key challenge hindering the broad scale adoption of soft pneumatic actuators (SPAs) in automation industries. This review provides a comprehensive overview of existing research on SPA durability, introduces a standardized durability benchmarking protocol to consolidate the testing of SPAs, and outlines promising directions for ...
Dickson Chiu Yu Wong +2 more
wiley +1 more source
Parameter-Free Statistical Generator-Based Class Incremental Learning for Multi-User Physical Layer Authentication in the Industrial Internet of Things. [PDF]
Sensors (Basel)Zhao W, Guo Y, Huang Y, Chen Y, Chen L.
europepmc +1 more source
Modular, Textile‐Based Soft Robotic Grippers for Agricultural Produce Handling
Advanced Robotics Research, EarlyView.This article introduces textile‐based pneumatic grippers that transform simple textiles into robust bending actuators. Detailed experiments uncover how cut geometry and fabric selection shape performance. Successful handling of fragile agricultural items showcases the potential of textile robotics for safe, scalable automation in food processing and ...
Zeyu Hou +4 more
wiley +1 more source
Exploring multi-granularity balance strategy for class incremental learning via three-way granular computing. [PDF]
Brain InformXian Y, Yu H, Wang Y, Wang G.
europepmc +1 more source
HDCPAA: A few-shot class-incremental learning model for remote sensing image recognition
Peng Li +3 more
openalex +1 more source
CEAT: Continual Expansion and Absorption Transformer for Non-Exemplar Class-Incremental Learning [PDF]
Xinyuan Gao +4 more
openalex +1 more source