Is Clip the Main Roadblock for Fine-Grained Open-World Perception? - Lorenzo Bianchi 001; Fabio Carrara; Nicola Messina; Fabrizio Falchi (CBMI, 2024)

The Devil is in the Fine-Grained Details: Evaluating open-Vocabulary Object Detectors for Fine-Grained Understanding. - Lorenzo Bianchi 001; Fabio Carrara; Nicola Messina; Claudio Gennaro; Fabrizio Falchi (CVPR, 2024)

Talking to DINO: Bridging Self-Supervised Vision Backbones with Language for Open-Vocabulary Segmentation. - Luca Barsellotti; Lorenzo Bianchi 001; Nicola Messina; Fabio Carrara; Marcella Cornia; Lorenzo Baraldi 001; Fabrizio Falchi; Rita Cucchiara (CoRR, 2024)

FG-OVD: Fine-grained Open-Vocabulary Object Detection Benchmark Suite. - Lorenzo Bianchi 001; Fabio Carrara; Nicola Messina; Claudio Gennaro; Fabrizio Falchi (Zenodo, 2024)

CountingDINO: A Training-free Pipeline for Class-Agnostic Counting using Unsupervised Backbones. - Giacomo Pacini; Lorenzo Bianchi 001; Luca Ciampi; Nicola Messina; Giuseppe Amato 001; Fabrizio Falchi (CoRR, 2025)