Efficient Video

Efficient video processing focuses on developing methods for analyzing and understanding video data with minimal computational resources. Current research emphasizes adapting existing image-based models, like CLIP, for video through techniques such as fine-tuning and incorporating lightweight temporal modules, as well as exploring novel architectures like graph-based models and sparsely sampled video tubes. These advancements aim to improve the accuracy and efficiency of video understanding tasks, enabling broader deployment in resource-constrained environments and applications like robotics and on-device action recognition.