Author

Guang Dai

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Oct 2026

Exploring Multimodal Adapters with Multi-Task Decoders for Video Action Recognition.

Large-scale vision-language pretrained models like CLIP, paired with parameter-efficient fine-tuning techniques, have emerged as promising solutions for image-to-video transfer in video action recognition. However, existing methods often prioritize strong supervised performance at the expense of transferability and gen...

Meng-Meng Wang, Ze-Yi Huang, Bo-Yuan Jiang et al. · IEEE Transactions on Pattern... · 0 citations

Jul 2026

From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting

From-Draft-to-Draft-Free (D2DF), a framework that distills the ability of transforming coarse drafts into refined videos into a one-step video generation model, achieves state-of-the-art performance on multiple metrics, surpassing traditional and multi-step generative methods in both quality and efficiency.

Zi-Zhao Chen, Ping Wei, Guang Dai et al. · arXiv.org · 2 citations