Papers with DemOgraphic
The Factuality Tax of Diversity-Intervened Text-to-Image Generation: Benchmark and Fact-Augmented Intervention (2024.emnlp-main)
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| Challenge: | Prompt-based “diversity interventions” are commonly adopted to improve the diversity of Text-to-Image models depicting individuals with diverse racial or gender traits. |
| Approach: | They propose a benchmark to quantify the trade-off between using diversity interventions and preserving demographic factuality in T2I models. |
| Outcome: | The proposed model significantly improves the demographic factuality under diversity interventions while preserving diversity. |