activity
20242026
most citedOrganizing Unstructured Image Collections using Natural Language

1 citations · 1 across the 7 of their papers we have counts for

collaborators

8 papers

cs.CV2026

Localize Any Object in X-Ray Security Scans without Human Annotation

Yaqi Cai, Mingxuan Liu, Lorenzo Vaquero +5

Universal object localization in X-ray security inspection is critical for automated threat detection in safety-critical venues. However, unlike everyday RGB images that dominate w…

cs.CV2026

Training-Free Semantic Multi-Object Tracking with Vision-Language Models

Laurence Bonat, Francesco Tonini, Elisa Ricci +1

Semantic Multi-Object Tracking (SMOT) extends multi-object tracking with semantic outputs such as video summaries, instance-level captions, and interaction labels, aiming to move f…

cs.CV2026

Towards Unconstrained Human-Object Interaction

Francesco Tonini, Alessandro Conti, Lorenzo Vaquero +2

Human-Object Interaction (HOI) detection is a longstanding computer vision problem concerned with predicting the interaction between humans and objects. Current HOI models rely on…

cs.CV2025

UrbanVerse: Scaling Urban Simulation by Watching City-Tour Videos

Mingxuan Liu, Honglin He, Elisa Ricci +2

Urban embodied AI agents, ranging from delivery robots to quadrupeds, are increasingly populating our cities, navigating chaotic streets to provide last-mile connectivity. Training…

cs.CV2025

Test-time Vocabulary Adaptation for Language-driven Object Detection

Mingxuan Liu, Tyler L. Hayes, Massimiliano Mancini +3

Open-vocabulary object detection models allow users to freely specify a class vocabulary in natural language at test time, guiding the detection of desired objects. However, vocabu…

cs.CV2025

Superpowering Open-Vocabulary Object Detectors for X-ray Vision

Pablo Garcia-Fernandez, Lorenzo Vaquero, Mingxuan Liu +5

Open-vocabulary object detection (OvOD) is set to revolutionize security screening by enabling systems to recognize any item in X-ray scans. However, developing effective OvOD mode…

cs.CV2024★ 1 cited

Organizing Unstructured Image Collections using Natural Language

Mingxuan Liu, Zhun Zhong, Jun Li +3

In this work, we introduce and study the novel task of Open-ended Semantic Multiple Clustering (OpenSMC). Given a large, unstructured image collection, the goal is to automatically…

cs.CV2024

SHiNe: Semantic Hierarchy Nexus for Open-vocabulary Object Detection

Mingxuan Liu, Tyler L. Hayes, Elisa Ricci +2

Open-vocabulary object detection (OvOD) has transformed detection into a language-guided task, empowering users to freely define their class vocabularies of interest during inferen…