AnchorCrafter: Animate Cyber-Anchors Selling Your Products via Human-Object Interacting Video Generation
Abstract
The generation of anchor-style product promotion videos presents promising opportunities in e-commerce, advertising, and consumer engagement. Despite advancements in pose-guided human video generation, creating product promotion videos remains challenging. In addressing this challenge, we identify the integration of human-object interactions (HOI) into pose-guided human video generation as a core issue. To this end, we introduce AnchorCrafter, a novel diffusion-based system designed to generate 2D videos featuring a target human and a customized object, achieving high visual fidelity and controllable interactions. Specifically, we propose two key innovations: the HOI-appearance perception, which enhances object appearance recognition from arbitrary multi-view perspectives and disentangles object and human appearance, and the HOI-motion injection, which enables complex human-object interactions by overcoming challenges in object trajectory conditioning and inter-occlusion management. Extensive experiments show that our system improves object appearance preservation by 7.5%, and achieves the best video quality compared to existing state-of-the-art approaches. It also outperforms existing approaches in maintaining human motion consistency and high-quality video generation.
Fields of Study & Subjects
Generative Adversarial Networks and Image Synthesis
Multimodal Machine Learning Applications
Social Robot Interaction and HRI
Publication details
- Journal / source
- IEEE Transactions on Visualization and Computer Graphics
- Publisher
- Institute of Electrical and Electronics Engineers (IEEE)
- Volume
- 32
- Issue
- 7
- Pages
- 5098–5112
- Publication date
- 9 February 2026
- Language
- EN