2 citations · 2 across the 1 of their papers we have counts for
6 papers
Self-Selective Context for Interaction Recognition
Mert Kilickaya, Noureldien Hussein, Efstratios Gavves +1
Human-object interaction recognition aims for identifying the relationship between a human subject and an object. Researchers incorporate global scene context into the early layers…
TimeGate: Conditional Gating of Segments in Long-range Activities
Noureldien Hussein, Mihir Jain, Babak Ehteshami Bejnordi
When recognizing a long-range activity, exploring the entire video is exhaustive and computationally expensive, as it can span up to a few minutes. Thus, it is of great importance…
PIC: Permutation Invariant Convolution for Recognizing Long-range Activities
Noureldien Hussein, Efstratios Gavves, Arnold W. M. Smeulders
Neural operations as convolutions, self-attention, and vector aggregation are the go-to choices for recognizing short-range actions. However, they have three limitations in modelin…
VideoGraph: Recognizing Minutes-Long Human Activities in Videos
Noureldien Hussein, Efstratios Gavves, Arnold W. M. Smeulders
Many human activities take minutes to unfold. To represent them, related works opt for statistical pooling, which neglects the temporal structure. Others opt for convolutional meth…
Timeception for Complex Action Recognition
Noureldien Hussein, Efstratios Gavves, Arnold W. M. Smeulders
This paper focuses on the temporal aspect for recognizing human activities in videos; an important visual cue that has long been undervalued. We revisit the conventional definition…
Unified Embedding and Metric Learning for Zero-Exemplar Event Detection
Noureldien Hussein, Efstratios Gavves, Arnold W. M. Smeulders
Event detection in unconstrained videos is conceived as a content-based video retrieval with two modalities: textual and visual. Given a text describing a novel event, the goal is…