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FlashPortrait: 6x Faster Infinite Portrait Animation with Adaptive Latent Prediction

Intermediate

Shuyuan Tu, Yueming Pan et al.Dec 18arXiv

FlashPortrait makes talking-portrait videos that keep a person’s identity steady for as long as you want—minutes or even hours.

#FlashPortrait#portrait animation#identity consistency

Scaling Zero-Shot Reference-to-Video Generation

Intermediate

Zijian Zhou, Shikun Liu et al.Dec 7arXiv

Saber is a new way to make videos that match a text description while keeping the look of people or objects from reference photos, without needing special triplet datasets.

#reference-to-video generation#zero-shot video synthesis#masked training

PaCo-RL: Advancing Reinforcement Learning for Consistent Image Generation with Pairwise Reward Modeling

Intermediate

Bowen Ping, Chengyou Jia et al.Dec 2arXiv

This paper teaches image models to keep things consistent across multiple pictures—like the same character, art style, and story logic—using reinforcement learning (RL).

#consistent image generation#pairwise reward modeling#reinforcement learning

Papers3

FlashPortrait: 6x Faster Infinite Portrait Animation with Adaptive Latent Prediction

Scaling Zero-Shot Reference-to-Video Generation

PaCo-RL: Advancing Reinforcement Learning for Consistent Image Generation with Pairwise Reward Modeling