Author

Meng-Meng Wang

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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

Preprint Jul 2026

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

Video object removal is a fundamental yet challenging task in video editing. Despite recent progress, existing methods typically fall into two categories. Traditional approaches based on optical flow or attention mechanisms often introduce noticeable artifacts and yield unnatural results. In contrast, diffusion-based m...

Zi-Zhao Chen, Ping Wei, Guang Dai et al. · 1 citation