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An up-to-date & curated list of awesome layout to image papers, methods & resources.

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awesome-layout-to-image

Awesome MIT License PRs Welcome Maintenance

multi-layout to image

Abbreviation Type Title Publication Paper Code
ControlNet layout,(text)->image Adding Conditional Control to Text-to-Image Diffusion Models ICCV'2023 ControlNet link
T2I-Adapter layout,(text)->image T2I-Adapter: Learning Adapters to Dig Out More Controllable Ability for Text-to-Image Diffusion Models AAAI'2024 T2I-Adapter link
Uni-ControlNet layout,(text)->image Uni-ControlNet: All-in-One Control to Text-to-Image Diffusion Models NIPS'2023 Uni-ControlNet link
CRS-Diff layout,(text)->image CRS-Diff: Controllable Generative Remote Sensing Foundation Modeln arXiv'2024 CRS-Diff link
GeoSynth layout,(text)->image GeoSynth: Contextually-Aware High-Resolution Satellite Image Synthesis CVPRW'2024 GeoSynth link
Ctrl-X layout,(text)->image Ctrl-X: Controlling Structure and Appearance for Text-To-Image Generation Without Guidance arXiv'2024 Ctrl-X link

mask to image

Abbreviation Type Title Publication Paper Code
SPADE mask->image Semantic Image Synthesis with Spatially-Adaptive Normalization CVPR'2019 SPADE link
OASIS mask->image You Only Need Adversarial Supervision for Semantic Image Synthesis ICLR'2021 OASIS link
SDM mask->image Semantic Image Synthesis via Diffusion Models arXiv'2022 SDM link
/ mask->image Mask Conditional Synthetic Satellite Imagery ICLRW'2023 paper link
FreestyleNet mask,text->image Freestyle Layout-to-Image Synthesis CVPR'2023 FreestyleNet link
Changen mask->image Scalable Multi-Temporal Remote Sensing Change Data Generation via Simulating Stochastic Change Process ICCV'2023 Changen link
Label Freedom ->image,mask Label Freedom: Stable Diffusion for Remote Sensing Image Semantic Segmentation Data Generation BigData'2023 Label Freedom /
DP-SIMS mask->image Unlocking Pre-trained Image Backbones for Semantic Image Synthesis arXiv'2023 DP-SIMS /
Dataset Diffusion text->image,mask Dataset Diffusion: Diffusion-based Synthetic Dataset Generation for Pixel-Level Semantic Segmentation NIPS'2023 Dataset Diffusion link
FreeMask mask,text->image FreeMask: Synthetic Images with Dense Annotations Make Stronger Segmentation Models NIPS'2023 FreeMask link
ALDM mask,(text)->image Adversarial Supervision Makes Layout-to-Image Diffusion Models Thrive ICLR'2024 ALDM link
SatSynth ->image,mask SatSynth: Augmenting Image-Mask Pairs through Diffusion Models for Aerial Semantic Segmentation CVPR'2024 SatSynth /
PLACE mask,text->image PLACE: Adaptive Layout-Semantic Fusion for Semantic Image Synthesis CVPR'2024 PLACE link
SCP-Diff mask,text->image SCP-Diff: Photo-Realistic Semantic Image Synthesis with Spatial-Categorical joint priors arXiv'2024 SCP-Diff link
ChangeAnywhere mask->image ChangeAnywhere: Sample Generation for Remote Sensing Change Detection via Semantic Latent Diffusion Model arXiv'2024 ChangeAnywhere link
Changen2 mask->image Changen2: Multi-Temporal Remote Sensing Generative Change Foundation Model arXiv'2024 Changen2 /

bbox to image

Abbreviation Type Title Publication Paper Code
ReCo layout,region caption->image ReCo: Region-Controlled Text-to-Image Generation CVPR'2023 ReCo link
SSMG layout,region caption->image SSMG: Spatial-Semantic Map Guided Diffusion Model for Free-Form Layout-to-Image Generation AAAI'2024 SSMG
LayoutDiff layout,instance class->image LayoutDiffusion: Controllable Diffusion Model for Layout-to-image Generation CVPR'2023 LayoutDiff link
LAW-Diffusion layout,instance class->image LAW-Diffusion: Complex Scene Generation by Diffusion with Layouts ICCV'2023 LAW-Diffusion

key point to image

Abbreviation Title Publication Paper Code

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