SyncLight propagates single-view lighting edits across arbitrary uncalibrated multi-view captures via a latent bridge-matched diffusion transformer, enabling consistent high-fidelity relighting without camera poses.
GenScale benchmarks relative object scale in image generation and editing, finding current models unreliable, while Rescale improves scale plausibility via localized correction.
Inline Critic uses learnable tokens to critique frozen image-editing models at intermediate layers, steering hidden states during the forward pass to achieve state-of-the-art results.
EditBridge formulates ultra-high-resolution editing as structured low-to-high translation conditioned on original sources to prevent divergence and texture degradation, achieving 4K editing with 3.6-8.4x speedups via sparse attention.
BitResEdit guides bitwise-residual VAR generators via bit-level source-negative guidance and masked multi-scale residual code injection for localized edits with preserved backgrounds.
RoPEMover manipulates diffusion transformer position embeddings to move objects with depth-aware 3D geometry, preserving identity, occlusions, and shadows with minimal real data.