2 papers
cs.CV2026
A Structured Benchmark for Text-Guided Anomaly Detection: When Language Stops Conditioning the Decision
Stefano Samele, Eugenio Lomurno, Teodora Jovanovic +3
Industrial anomaly detection has historically been a unimodal task. Recent multimodal vision-language models have produced systems that admit textual input alongside the image and…
cs.CV2025
MARS: a Multimodal Alignment and Ranking System for Few-Shot Segmentation
Nico Catalano, Stefano Samele, Paolo Pertino +1
Few Shot Segmentation aims to segment novel object classes given only a handful of labeled examples, enabling rapid adaptation with minimal supervision. Current literature cruciall…