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🏢 Samsung Research

FINALLY: fast and universal speech enhancement with studio-like quality
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Speech and Audio Audio Enhancement 🏢 Samsung Research
FINALLY achieves studio-like speech enhancement speed and quality using a novel GAN-based approach with WavLM-integrated perceptual loss, outperforming existing diffusion models.
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models
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Computer Vision Image Restoration 🏢 Samsung Research
EnsIR: Training-free image restoration ensemble via Gaussian mixture models, boosting accuracy efficiently.
DISP-LLM: Dimension-Independent Structural Pruning for Large Language Models
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Natural Language Processing Large Language Models 🏢 Samsung Research
DISP-LLM: A novel dimension-independent structural pruning method for LLMs achieves accuracy similar to semi-structural pruning while improving flexibility and efficiency, outperforming state-of-the-a…
CIFD: Controlled Information Flow to Enhance Knowledge Distillation
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Multimodal Learning Vision-Language Models 🏢 Samsung Research
CIFD, a novel knowledge distillation method, drastically cuts training costs while boosting performance, particularly for large datasets, by using Rate-Distortion Modules instead of Teacher Assistants…