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deformable convolution

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Alimama Tech
Alimama Tech
Nov 27, 2024 · Artificial Intelligence

FlowDCN: Efficient Arbitrary-Resolution Image Generation via Groupwise Multi‑Scale Deformable Convolution

FlowDCN introduces Groupwise‑MSDCN, a sparse deformable convolution that replaces attention, enabling efficient arbitrary‑resolution image generation with linear complexity, fewer parameters and FLOPs, and achieving state‑of‑the‑art FID scores on ImageNet while requiring far fewer training steps.

arbitrary resolutiondeformable convolutiondiffusion models
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FlowDCN: Efficient Arbitrary-Resolution Image Generation via Groupwise Multi‑Scale Deformable Convolution