Mart: Masked affective representation learning via masked temporal distribution distillation

Z Zhang, P Zhao, E Park… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Limited training data is a long-standing problem for video emotion analysis (VEA). Existing
works leverage the power of large-scale image datasets for transferring while failing to …

Adapt or perish: Adaptive sparse transformer with attentive feature refinement for image restoration

S Zhou, D Chen, J Pan, J Shi… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Transformer-based approaches have achieved promising performance in image restoration
tasks given their ability to model long-range dependencies which is crucial for recovering …

Extdm: Distribution extrapolation diffusion model for video prediction

Z Zhang, J Hu, W Cheng, D Paudel… - Proceedings of the …, 2024 - openaccess.thecvf.com
Video prediction is a challenging task due to its nature of uncertainty especially for
forecasting a long period. To model the temporal dynamics advanced methods benefit from …

A survey of camouflaged object detection and beyond

F Xiao, S Hu, Y Shen, C Fang, J Huang, C He… - arXiv preprint arXiv …, 2024 - arxiv.org
Camouflaged Object Detection (COD) refers to the task of identifying and segmenting
objects that blend seamlessly into their surroundings, posing a significant challenge for …