TrioPose proposes a Triple-Stream Pose-Aware DiT with relational bias masks and spatial loss weighting to achieve SOTA pose-guided text-to-image results on multi-person benchmarks like Human-Art.
Kb-dmgen: Knowledge-based global guidance and dynamic pose masking for human image generation.arXiv preprint arXiv:2507.20083, 2025
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TrioPose: Native Triple-Stream Diffusion Transformers for Pose-Guided Text-to-Image Generation
TrioPose proposes a Triple-Stream Pose-Aware DiT with relational bias masks and spatial loss weighting to achieve SOTA pose-guided text-to-image results on multi-person benchmarks like Human-Art.