activity
20182021
most citedThe EPIC-KITCHENS Dataset: Collection, Challenges and Baselines

7 citations · 7 across the 2 of their papers we have counts for

collaborators

7 papers

cs.CV2021

On Semantic Similarity in Video Retrieval

Michael Wray, Hazel Doughty, Dima Damen

Current video retrieval efforts all found their evaluation on an instance-based assumption, that only a single caption is relevant to a query video and vice versa. We demonstrate t…

cs.CV2020

Supervision Levels Scale (SLS)

Dima Damen, Michael Wray

We propose a three-dimensional discrete and incremental scale to encode a method's level of supervision - i.e. the data and labels used when training a model to achieve a given per…

cs.CV20207 cited

The EPIC-KITCHENS Dataset: Collection, Challenges and Baselines

Dima Damen, Hazel Doughty, Giovanni Maria Farinella +8

Since its introduction in 2018, EPIC-KITCHENS has attracted attention as the largest egocentric video benchmark, offering a unique viewpoint on people's interaction with objects, t…

cs.CV2019

Fine-Grained Action Retrieval Through Multiple Parts-of-Speech Embeddings

Michael Wray, Diane Larlus, Gabriela Csurka +1

We address the problem of cross-modal fine-grained action retrieval between text and video. Cross-modal retrieval is commonly achieved through learning a shared embedding space, th…

cs.CV2019

Learning Visual Actions Using Multiple Verb-Only Labels

Michael Wray, Dima Damen

This work introduces verb-only representations for both recognition and retrieval of visual actions, in video. Current methods neglect legitimate semantic ambiguities between verbs…

cs.CV2018

Towards an Unequivocal Representation of Actions

Michael Wray, Davide Moltisanti, Dima Damen

This work introduces verb-only representations for actions and interactions; the problem of describing similar motions (e.g. 'open door', 'open cupboard'), and distinguish differin…