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trf-sg2im
rsortino/trf-sg2im
trf-sg2im is a text-to-image model from rsortino. Use it when you need an image from a text prompt. It is set up for transformers. The card lists the license as apache-2.0.
Model card for the paper "Transformer-Based Image Generation from Scene Graphs". Original GitHub implementation here.
Access
Public
Updated Jan 30, 2024
Repo size
1.4 GB
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Repo makeup
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.ckpt980 MB · 71%
At a glance
- Task
- Text-to-Image
- Library
- transformers
- License
- apache-2.0
- Access
- Public
- Created
- Jan 29, 2024
- Updated
- Jan 30, 2024
- SHA
- dc5165a2
Model card
From the Hugging Face model README
trf-sg2im
Model card for the paper "Transformer-Based Image Generation from Scene Graphs". Original GitHub implementation here.
Model
This model is a two-stage scene-graph-to-image approach. It takes a scene graph as input and generates a layout using a transformer-based architecture with Laplacian Positional Encoding. Then, it uses this estimated layout to condition an autoregressive GPT-like transformer to compose the image in the latent, discrete space, converted into the final image by a VQVAE.
Usage
For usage instructions, please refer to the original GitHub repo.
Results
Comparison with other state-of-the-art approaches
- Task
- Text-to-Image
- Library
- transformers
- License
- apache-2.0
- Languages
- en
- Created
- Jan 29, 2024
- Updated
- Jan 30, 2024