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Marlene Careil

2 accepted papers

2024

Towards image compression with perfect realism at ultra-low bitrates

ICLR 2024poster

Image codecs are typically optimized to trade-off bitrate vs. distortion metrics. At low bitrates, this leads to compression artefacts which are easily perceptible, even when training with perceptual or adversarial losses. To improve image quality and remove dependency on the bitrate we propose to…

Cited by 49SourcePDFScholar
2021

Instance-Conditioned GAN

NeurIPS 2021spotlight

Generative Adversarial Networks (GANs) can generate near photo realistic images in narrow domains such as human faces. Yet, modeling complex distributions of datasets such as ImageNet and COCO-Stuff remains challenging in unconditional settings. In this paper, we take inspiration from kernel density…