5 papers
Geometry-Aware Trajectory State Modeling for Few-Shot Action Recognition
Zhiqi Miao, Marko Haralović, Stanislav Levendeev +5
Few-shot action recognition (FSAR) requires representations that expose discriminative motion dynamics from only a few labeled videos. Recent trajectory-based methods leverage long…
Structure-retained low-rank adapters for weather synthesis
Shunxin Wang, Alexandros Stergiou, Luuk Spreeuwers +2
Real-world deployment of computer vision models, particularly in outdoor scenarios, is often limited by environmental interferences, such as adverse weather. Improving model robust…
Depth-guided Geometric Adaptation for Few-shot Image Classification
Zhiqi Miao, Estefanía Talavera, Weichuan Zhang +1
Few-shot image classification (FSIC) frequently suffers from visual ambiguity, where background clutter and RGB appearance similarities hinder discriminative feature matching in da…
PCB-MC: Missing Component Analysis in Printed Circuit Boards
Betsy Villa Brochero, Ian Gibson, Estefania Talavera
Detecting missing components on printed circuit boards (PCBs) differs fundamentally from conventional object detection, as the model must localize components that are not present.…
Beyond Instrument Motion: Recognizing Tissue Tension Toward Surgical Skill Assessment
Marko Haralović, Zhiqi Miao, Alexander Machiel Bont +3
Surgical performance assessment in minimally invasive surgery largely relies on manual expert review, making it time-consuming, subjective, and difficult to scale. While existing s…