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08/14/2023
An Outlook into the Future of Egocentric Vision
What will the future be? We wonder! In this survey, we explore the gap b...
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06/14/2023
EPIC Fields: Marrying 3D Geometry and Video Understanding
Neural rendering is fuelling a unification of learning, 3D geometry and ...
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06/14/2023
What can a cook in Italy teach a mechanic in India? Action Recognition Generalisation Over Scenarios and Locations
We propose and address a new generalisation problem: can a model trained...
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05/23/2023
Perception Test: A Diagnostic Benchmark for Multimodal Video Models
We propose a novel multimodal video benchmark - the Perception Test - to...
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04/03/2023
Use Your Head: Improving Long-Tail Video Recognition
This paper presents an investigation into long-tail video recognition. W...
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02/01/2023
Epic-Sounds: A Large-scale Dataset of Actions That Sound
We introduce EPIC-SOUNDS, a large-scale dataset of audio annotations cap...
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10/25/2022
Refining Action Boundaries for One-stage Detection
Current one-stage action detection methods, which simultaneously predict...
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10/20/2022
Play It Back: Iterative Attention for Audio Recognition
A key function of auditory cognition is the association of characteristi...
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10/09/2022
ConTra: (Con)text (Tra)nsformer for Cross-Modal Video Retrieval
In this paper, we re-examine the task of cross-modal clip-sentence retri...
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09/26/2022
EPIC-KITCHENS VISOR Benchmark: VIdeo Segmentations and Object Relations
We introduce VISOR, a new dataset of pixel annotations and a benchmark s...
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07/14/2022
Inertial Hallucinations – When Wearable Inertial Devices Start Seeing Things
We propose a novel approach to multimodal sensor fusion for Ambient Assi...
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06/11/2022
An Evaluation of OCR on Egocentric Data
In this paper, we evaluate state-of-the-art OCR methods on Egocentric da...
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04/28/2022
Temporal Progressive Attention for Early Action Prediction
Early action prediction deals with inferring the ongoing action from par...
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04/19/2022
Dual-Domain Image Synthesis using Segmentation-Guided GAN
We introduce a segmentation-guided approach to synthesise images that in...
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01/13/2022
Hand-Object Interaction Reasoning
This paper proposes an interaction reasoning network for modelling spati...
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01/02/2022
TVNet: Temporal Voting Network for Action Localization
We propose a Temporal Voting Network (TVNet) for action localization in ...
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11/01/2021
With a Little Help from my Temporal Context: Multimodal Egocentric Action Recognition
In egocentric videos, actions occur in quick succession. We capitalise o...
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10/25/2021
Domain Adaptation in Multi-View Embedding for Cross-Modal Video Retrieval
Given a gallery of uncaptioned video sequences, this paper considers the...
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03/18/2021
On Semantic Similarity in Video Retrieval
Current video retrieval efforts all found their evaluation on an instanc...
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03/05/2021
Slow-Fast Auditory Streams For Audio Recognition
We propose a two-stream convolutional network for audio recognition, tha...
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01/15/2021
Temporal-Relational CrossTransformers for Few-Shot Action Recognition
We propose a novel approach to few-shot action recognition, finding temp...
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08/22/2020
Supervision Levels Scale (SLS)
We propose a three-dimensional discrete and incremental scale to encode ...
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07/29/2020
Meta-Learning with Context-Agnostic Initialisations
Meta-learning approaches have addressed few-shot problems by finding ini...
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01/27/2020
Multi-Modal Domain Adaptation for Fine-Grained Action Recognition
Fine-grained action recognition datasets exhibit environmental bias, whe...
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12/13/2019
Action Modifiers: Learning from Adverbs in Instructional Videos
We present a method to learn a representation for adverbs from instructi...
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10/22/2019
Weakly-Supervised Completion Moment Detection using Temporal Attention
Monitoring the progression of an action towards completion offers fine g...
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10/03/2019
Sit-to-Stand Analysis in the Wild using Silhouettes for Longitudinal Health Monitoring
We present the first fully automated Sit-to-Stand or Stand-to-Sit (StS) ...
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09/20/2019
Retro-Actions: Learning 'Close' by Time-Reversing 'Open' Videos
We investigate video transforms that result in class-homogeneous label-t...
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08/22/2019
EPIC-Fusion: Audio-Visual Temporal Binding for Egocentric Action Recognition
We focus on multi-modal fusion for egocentric action recognition, and pr...
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08/09/2019
Fine-Grained Action Retrieval Through Multiple Parts-of-Speech Embeddings
We address the problem of cross-modal fine-grained action retrieval betw...
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08/02/2019
An Evaluation of Action Recognition Models on EPIC-Kitchens
We benchmark contemporary action recognition models (TSN, TRN, and TSM) ...
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07/25/2019
Learning Visual Actions Using Multiple Verb-Only Labels
This work introduces verb-only representations for both recognition and ...
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04/18/2019
DDLSTM: Dual-Domain LSTM for Cross-Dataset Action Recognition
Domain alignment in convolutional networks aims to learn the degree of l...
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04/09/2019
Action Recognition from Single Timestamp Supervision in Untrimmed Videos
Recognising actions in videos relies on labelled supervision during trai...
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12/13/2018
The Pros and Cons: Rank-aware Temporal Attention for Skill Determination in Long Videos
We present a new model to determine relative skill from long videos, thr...
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06/21/2018
CaloriNet: From silhouettes to calorie estimation in private environments
We propose a novel deep fusion architecture, CaloriNet, for the online e...
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06/11/2018
Semantically Selective Augmentation for Deep Compact Person Re-Identification
We present a deep person re-identification approach that combines semant...
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05/30/2018
A Guide to the SPHERE 100 Homes Study Dataset
The SPHERE project has developed a multi-modal sensor platform for healt...
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05/17/2018
Action Completion: A Temporal Model for Moment Detection
We introduce completion moment detection for actions - the problem of lo...
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05/10/2018
Towards an Unequivocal Representation of Actions
This work introduces verb-only representations for actions and interacti...
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04/08/2018
Scaling Egocentric Vision: The EPIC-KITCHENS Dataset
First-person vision is gaining interest as it offers a unique viewpoint ...
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10/06/2017
Detecting the Moment of Completion: Temporal Models for Localising Action Completion
Action completion detection is the problem of modelling the action's pro...
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03/29/2017
Who's Better, Who's Best: Skill Determination in Video using Deep Ranking
This paper presents a method for assessing skill of performance from vid...
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03/27/2017
Trespassing the Boundaries: Labeling Temporal Bounds for Object Interactions in Egocentric Video
Manual annotations of temporal bounds for object interactions (i.e. star...
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03/24/2017
Improving Classification by Improving Labelling: Introducing Probabilistic Multi-Label Object Interaction Recognition
This work deviates from easy-to-define class boundaries for object inter...
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07/28/2016
SEMBED: Semantic Embedding of Egocentric Action Videos
We present SEMBED, an approach for embedding an egocentric object intera...
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07/27/2016
Calorie Counter: RGB-Depth Visual Estimation of Energy Expenditure at Home
We present a new framework for vision-based estimation of calorific expe...
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06/14/2016
Multiple Human Tracking in RGB-D Data: A Survey
Multiple human tracking (MHT) is a fundamental task in many computer vis...
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10/16/2015