HyperHuman Outperforms ControlNet, SDXL, and Others in Groundbreaking Image Generation Tests

HyperHuman's experimental setup includes both quantitative and qualitative comparisons with top models such as SD, SDXL, and ControlNet. The results show superior performance in both image fidelity and pose-guided generation.

Table of Links

Abstract and 1 Introduction

2 Related Work

3 Our Approach and 3.1 Preliminaries and Problem Setting

3.2 Latent Structural Diffusion Model

3.3 Structure-Guided Refiner

4 Human Verse Dataset

5 Experiments

5.1 Main Results

5.2 Ablation Study

6 Discussion and References

A Appendix and A.1 Additional Quantitative Results

A.2 More Implementation Details and A.3 More Ablation Study Results

A.4 More User Study Details

A.5 Impact of Random Seed and Model Robustness and A.6 Boarder Impact and Ethical Consideration

A.7 More Comparison Results and A.8 Additional Qualitative Results

A.9 Licenses

5 ...