LessNet replaces the encoder with simple, handcrafted features, eliminating the need to optimize encoder parameters. This results in a compact, efficient, and decoder-only architecture for 3D medical ...

In this study, we propose a novel lightweight model specifically for reliable traffic perception in low-light conditions, utilizing an encoder-decoder ... during image enhancement, we introduce a ...

In this paper, we propose a novel data ingredient-oriented approach that leverages prompt-based learning to enable a single model to efficiently tackle multiple image degradation tasks. Specifically, ...

A vision encoder is a necessary component for allowing many leading LLMs to be able to work with images uploaded by users.

The JPEG2K-E core from Alma Technologies is a still image and video encoder that implements Part 1 of the JPEG ... The JPEG2K-E core implements a simple but yet flexible, requests based, external ...

An international team, led by researchers at the Champalimaud Foundation (CF), has shown—for the first time in a realistic ...