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 …

Lake-red: Camouflaged images generation by latent background knowledge retrieval-augmented diffusion

P Zhao, P Xu, P Qin, DP Fan, Z Zhang… - Proceedings of the …, 2024 - openaccess.thecvf.com
Camouflaged vision perception is an important vision task with numerous practical
applications. Due to the expensive collection and labeling costs this community struggles …

MCNet: Rethinking the Core Ingredients for Accurate and Efficient Homography Estimation

H Zhu, SY Cao, J Hu, S Zuo, B Yu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract We propose Multiscale Correlation searching homography estimation Network
namely MCNet an iterative deep homography estimation architecture. Different from …