4 papers
DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition
Fei Guo, YiKang Wang, Han Qi +2
Few-shot action recognition is an emerging field in computer vision, primarily focused on meta-learning within the same domain. However, challenges arise in real-world scenario dep…
Multi-view Distillation based on Multi-modal Fusion for Few-shot Action Recognition(CLIP-DF)
Fei Guo, YiKang Wang, Han Qi +2
In recent years, few-shot action recognition has attracted increasing attention. It generally adopts the paradigm of meta-learning. In this field, overcoming the overlapping distri…
Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CPC)
Fei Guo, Li Zhu, YiKang Wang +1
Recently, few-shot action recognition has significantly progressed by learning the feature discriminability and designing suitable comparison methods. Still, there are the followin…
Task-Specific Alignment and Multiple Level Transformer for Few-Shot Action Recognition
Fei Guo, Li Zhu, YiWang Wang +1
In the research field of few-shot learning, the main difference between image-based and video-based is the additional temporal dimension. In recent years, some works have used the…