Generalized video anomaly event detection: Systematic taxonomy and comparison of deep models

Y Liu, D Yang, Y Wang, J Liu, J Liu… - ACM Computing …, 2024 - dl.acm.org
Video Anomaly Detection (VAD) serves as a pivotal technology in the intelligent surveillance
systems, enabling the temporal or spatial identification of anomalous events within videos …

Aide: A vision-driven multi-view, multi-modal, multi-tasking dataset for assistive driving perception

D Yang, S Huang, Z Xu, Z Li, S Wang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Driver distraction has become a significant cause of severe traffic accidents over the past
decade. Despite the growing development of vision-driven driver monitoring systems, the …

Spatio-temporal domain awareness for multi-agent collaborative perception

K Yang, D Yang, J Zhang, M Li, Y Liu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Multi-agent collaborative perception as a potential application for vehicle-to-everything
communication could significantly improve the perception performance of autonomous …

Context de-confounded emotion recognition

D Yang, Z Chen, Y Wang, S Wang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract Context-Aware Emotion Recognition (CAER) is a crucial and challenging task that
aims to perceive the emotional states of the target person with contextual information …

How2comm: Communication-efficient and collaboration-pragmatic multi-agent perception

D Yang, K Yang, Y Wang, J Liu, Z Xu… - Advances in …, 2024 - proceedings.neurips.cc
Multi-agent collaborative perception has recently received widespread attention as an
emerging application in driving scenarios. Despite the advancements in previous efforts …

Emoset: A large-scale visual emotion dataset with rich attributes

J Yang, Q Huang, T Ding, D Lischinski… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract Visual Emotion Analysis (VEA) aims at predicting people's emotional responses to
visual stimuli. This is a promising, yet challenging, task in affective computing, which has …

Target and source modality co-reinforcement for emotion understanding from asynchronous multimodal sequences

D Yang, Y Liu, C Huang, M Li, X Zhao, Y Wang… - Knowledge-Based …, 2023 - Elsevier
Perceiving human emotions from a multimodal perspective has received significant attention
in knowledge engineering communities. Due to the variable receiving frequency for …

Improving generalization in visual reinforcement learning via conflict-aware gradient agreement augmentation

S Liu, Z Chen, Y Liu, Y Wang, D Yang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Learning a policy with great generalization to unseen environments remains challenging but
critical in visual reinforcement learning. Despite the success of augmentation combination in …

Robust emotion recognition in context debiasing

D Yang, K Yang, M Li, S Wang… - Proceedings of the …, 2024 - openaccess.thecvf.com
Context-aware emotion recognition (CAER) has recently boosted the practical applications
of affective computing techniques in unconstrained environments. Mainstream CAER …

What2comm: Towards communication-efficient collaborative perception via feature decoupling

K Yang, D Yang, J Zhang, H Wang, P Sun… - Proceedings of the 31st …, 2023 - dl.acm.org
Multi-agent collaborative perception has received increasing attention recently as an
emerging application in driving scenarios. Despite advancements in previous approaches …