5 papers
RCA: Region Conditioned Adaptation for Visual Abductive Reasoning
Hao Zhang, Yeo Keat Ee, Basura Fernando
Visual abductive reasoning aims to make likely explanations for visual observations. We propose a simple yet effective Region Conditioned Adaptation, a hybrid parameter-efficient f…
Inferring Past Human Actions in Homes with Abductive Reasoning
Clement Tan, Chai Kiat Yeo, Cheston Tan +1
Abductive reasoning aims to make the most likely inference for a given set of incomplete observations. In this paper, we introduce "Abductive Past Action Inference", a novel resear…
Modelling Spatio-Temporal Interactions For Compositional Action Recognition
Ramanathan Rajendiran, Debaditya Roy, Basura Fernando
Humans have the natural ability to recognize actions even if the objects involved in the action or the background are changed. Humans can abstract away the action from the appearan…
Predicting the Next Action by Modeling the Abstract Goal
Debaditya Roy, Basura Fernando
The problem of anticipating human actions is an inherently uncertain one. However, we can reduce this uncertainty if we have a sense of the goal that the actor is trying to achieve…
Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion
Ishaan Singh Rawal, Alexander Matyasko, Shantanu Jaiswal +2
While VideoQA Transformer models demonstrate competitive performance on standard benchmarks, the reasons behind their success are not fully understood. Do these models capture the…