This work systematically examines how MedSAM generalizes across diverse medical imaging benchmarks, with six adaptation strategies: full-model and encoder-only LoRA, shallow and deep visual prompt tuning (VPT), and decoder-only and full fine-tuning, and concludes that robust MedSAM adaptation requires the combined cons...
Marko Haralović, Sounic Akkaraju, Carlo Baretta et al.· 1 citation· ⚡1
CrisisKD, a five-stage teacher--student knowledge distillation framework for aspect-level sentiment and emotion analysis on unannotated social media data, is proposed and a dataset containing 50,615 aspect-level labels is constructed and released.
Marko Haralović, Onat Akça, Salih Eren Yücetürk et al.· 0 citations
G3Ego, a graph-based framework for egocentric action understanding that uses gaze as a structural cue to identify action-relevant entities in the scene, achieves competitive performance compared with video-based approaches and consistently improves Macro-F1 under class-imbalanced evaluation, while avoiding reliance on...
Marko Haralović, Akash Ramakrishnan, E. T. Martínez· 0 citations
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