GHOST 2.0: generative high-fidelity one shot transfer of heads
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Abstract (arXiv)
While the task of face swapping has recently gained attention in the research community, a related problem of head swapping remains largely unexplored. In addition to skin color transfer, head swap poses extra challenges, such as the need to preserve structural information of the whole head during synthesis and inpaint gaps between swapped head and background. In this paper, we address these concerns with GHOST 2.0, which consists of two problem-specific modules. First, we introduce enhanced Aligner model for head reenactment, which preserves identity information at multiple scales and is robust to extreme pose variations. Secondly, we use a Blender module that seamlessly integrates the reenacted head into the target background by transferring skin color and inpainting mismatched regions. Both modules outperform the baselines on the corresponding tasks, allowing to achieve state of the art results in head swapping. We also tackle complex cases, such as large difference in hair styles of source and target. Code is available at https://github.com/ai-forever/ghost-2.0
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 58 of its 74 references that are in the map. First posted on arXiv 25 Feb 2025.
Builds on
58 of 74 references.
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Citing papers per year: 2025: 1; 2026: 4.
5 papers.
- 2025DirectSwap: Paired, Mask-Free Video Head Swapping with Full-Reference Evaluationcited by 0
- 2026UniBioTransfer: A Unified Framework for Multiple Biometrics Transfercited by 0
- 2026CIPHER: Counterfeit Image Pattern High-level Examination via Representationcited by 0
- 2026AHS: Adaptive Head Synthesis via Synthetic Data Augmentationscited by 0
- 2026Swapping Faces, Saving Features: A Dual-Purpose Pipeline for Pedestrian Privacy in ITScited by 0
- 2026Swapping Faces, Saving Features: A Dual-Purpose Pipeline for Pedestrian Privacy in ITS9 Jul 2026
- 2026AHS: Adaptive Head Synthesis via Synthetic Data Augmentations17 Apr 2026
- 2026CIPHER: Counterfeit Image Pattern High-level Examination via Representation31 Mar 2026
- 2026UniBioTransfer: A Unified Framework for Multiple Biometrics Transfer20 Mar 2026
- 2025DirectSwap: Paired, Mask-Free Video Head Swapping with Full-Reference Evaluation10 Dec 2025