3 papers
cs.CV2026
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…
cs.CV2026
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…
cs.CV2026
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…