🏢 Samsung Research
FINALLY: fast and universal speech enhancement with studio-like quality
·2546 words·12 mins·
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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
·2906 words·14 mins·
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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
·3179 words·15 mins·
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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
·3139 words·15 mins·
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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…