361 citations · 944 across the 48 of their papers we have counts for
58 papers
TokenMatch: 3D Mesh Correspondence Transformer with Curvature-Guided Tokenisation
Adeela Islam, Zorah Lähner, Vittorio Murino +1
While data-driven 3D shape correspondence estimation has recently seen substantial progress, robust matching under partial observations and strong non-isometric deformations remain…
Leveraging Next-Active Objects for Context-Aware Anticipation in Egocentric Videos
Sanket Thakur, Cigdem Beyan, Pietro Morerio +2
Objects are crucial for understanding human-object interactions. By identifying the relevant objects, one can also predict potential future interactions or actions that may occur w…
Enhancing Next Active Object-based Egocentric Action Anticipation with Guided Attention
Sanket Thakur, Cigdem Beyan, Pietro Morerio +2
Short-term action anticipation (STA) in first-person videos is a challenging task that involves understanding the next active object interactions and predicting future actions. Exi…
Guided Attention for Next Active Object @ EGO4D STA Challenge
Sanket Thakur, Cigdem Beyan, Pietro Morerio +2
In this technical report, we describe the Guided-Attention mechanism based solution for the short-term anticipation (STA) challenge for the EGO4D challenge. It combines the object…
Target-driven One-Shot Unsupervised Domain Adaptation
Julio Ivan Davila Carrazco, Suvarna Kishorkumar Kadam, Pietro Morerio +2
In this paper, we introduce a novel framework for the challenging problem of One-Shot Unsupervised Domain Adaptation (OSUDA), which aims to adapt to a target domain with only a sin…
Continual Source-Free Unsupervised Domain Adaptation
Waqar Ahmed, Pietro Morerio, Vittorio Murino
Existing Source-free Unsupervised Domain Adaptation (SUDA) approaches inherently exhibit catastrophic forgetting. Typically, models trained on a labeled source domain and adapted t…