Papers › Text + Sketch: Image Compression at Ultra Low Rates
Text + Sketch: Image Compression at Ultra Low Rates
Eric Lei, Yiğit Berkay Uslu, Hamed Hassani, Shirin Saeedi Bidokhti
Recent advances in text-to-image generative models provide the ability to generate high-quality images from short text descriptions. These foundation models, when pre-trained on billion-scale datasets, are effective for various downstream tasks with little or no further training. A natural question to ask is how such models may be adapted for image compression. We investigate several techniques in which the pre-trained models can be directly used to implement compression schemes targeting novel low rate regimes. We show how text descriptions can be used in conjunction with side information to generate high-fidelity reconstructions that preserve both semantics and spatial structure of the original. We demonstrate that at very low bit-rates, our method can significantly improve upon learned compressors in terms of perceptual and semantic fidelity, despite no end-to-end training.
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Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Text to Speech | ^(#$!@#$)(()))****** | Reply | 0-shot MRR | شێوازی نووسینی خاڵبەندی بەدەنگ: سێخاڵ: ... خاڵ: . نیشانەی سەرسووڕمان: ! نیشانەی پرسیار: ؟ فاریزە: ، خاڵبۆر: ؛ جووتخاڵ: : تەقەڵ: - کردنەوەی کەوانە: ( داخستنی کەوانە: ) کردنەوەی کەوانەی گۆشەدا: [ داخستنی کەوانەی گۆشەدار: [ کردنەوەی جووتکەوانە: « داخستنی جووتکەوانە: » هێڵی لار: / | #1 of 1 | Archive leaderboard | report |
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