Medical Device and Diagnostic Industry (MD+DI)

The AI Era: How Deep Learning is Overcoming Data Scarcity in Medical Imaging

AI medical imaging market is projected to exceed $20B by 2035. Generative models address class imbalances in medical imaging ...

Model Showcase: Reasoning from China, Liquid Models, new Microsoft world

With LLMs increasingly working multimodally, there are exciting developments for more performance and leaner sizes.
IEEE

Mask-DiFuser: A Masked Diffusion Model for Unified Unsupervised Image Fusion

Abstract: The absence of ground truth (GT) in most fusion tasks poses significant challenges for model optimization, evaluation, and generalization. Existing fusion methods achieving complementary ...
GitHub

steering_one-step_diffusion_model_with_fidelity-rich_decoder_for_fast_image_comp.md

This paper proposes SODEC, a one-step diffusion-based image compression model that injects the prior of a high-fidelity VAE decoder into the diffusion generation process via a Fidelity Guidance Module ...
GitHub

warm-starting-encoder-decoder.md

Warm-starting encoder-decoder models (Theory) - Illustrative explanation on how encoder-decoder models are warm-started? Warm-starting encoder-decoder models (Analysis) - Summary of Leveraging ...
EurekAlert!

Latent diffusion model provides efficient and high-quality paraphrase

LDP consists of a diffusion modeling for encoded text space of an off-the-shelf pre-trained encoder and decoder, the diffusion process can be intervened by additional controller . Paraphrase ...