Predicting human-object interactions in egocentric videos

M Benavent-Lledo, S Oprea… - … Joint Conference on …, 2022 - ieeexplore.ieee.org
Egocentric videos provide a rich source of hand-object interactions that support action
recognition. However, prior to action recognition, one may need to detect the presence of …

Interaction estimation in egocentric videos via simultaneous hand-object recognition

M Benavent-Lledó, S Oprea, JA Castro-Vargas… - … Conference on Soft …, 2022 - Springer
We propose an action estimation pipeline based on the simultaneous recognition of the
hands and the objects in the scene from an egocentric perspective. From the latest …

Hand-object interaction reasoning

J Ma, D Damen - 2022 18th IEEE International Conference on …, 2022 - ieeexplore.ieee.org
This paper proposes an interaction reasoning network for modelling spatio-temporal
relationships between hands and objects in egocentric video. The proposed interaction unit …

Making third person techniques recognize first-person actions in egocentric videos

S Verma, P Nagar, D Gupta… - 2018 25th IEEE …, 2018 - ieeexplore.ieee.org
We focus on first-person action recognition from egocentric videos. Unlike third person
domain, researchers have divided first-person actions into two categories: involving hand …

Transformer-based unified recognition of two hands manipulating objects

H Cho, C Kim, J Kim, S Lee… - Proceedings of the …, 2023 - openaccess.thecvf.com
Understanding the hand-object interactions from an egocentric video has received a great
attention recently. So far, most approaches are based on the convolutional neural network …

Hands Activities Detection in Egocentric Interactions Using YOLOv5

CA Owusu-Agyei, J Hou - 2021 International Conference on UK …, 2021 - ieeexplore.ieee.org
Hands emerge quite often in egocentric video, and their structure and disposition reveal a lot
as to what individuals have been engaged and showing interest to. Earlier researches in …

Egocentric action recognition by capturing hand-object contact and object state

T Shiota, M Takagi, K Kumagai… - Proceedings of the …, 2024 - openaccess.thecvf.com
Improving the performance of egocentric action recognition (EAR) requires accurately
capturing interactions between actors and objects. In this paper, we propose two learning …

Transformer-based Action recognition in hand-object interacting scenarios

H Cho, S Baek - arXiv preprint arXiv:2210.11387, 2022 - arxiv.org
This report describes the 2nd place solution to the ECCV 2022 Human Body, Hands, and
Activities (HBHA) from Egocentric and Multi-view Cameras Challenge: Action Recognition …

Multitask learning to improve egocentric action recognition

G Kapidis, R Poppe, E Van Dam… - Proceedings of the …, 2019 - openaccess.thecvf.com
In this work we employ multitask learning to capitalize on the structure that exists in related
supervised tasks to train complex neural networks. It allows training a network for multiple …

Bringing online egocentric action recognition into the wild

G Goletto, M Planamente, B Caputo… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
To enable a safe and effective human-robot cooperation, it is crucial to develop models for
the identification of human activities. Egocentric vision seems to be a viable solution to solve …