Penguin-VL is a compact vision-language model family built to study how far multimodal efficiency can be pushed by redesigning the vision encoder, rather than only scaling data or model size.
Abstract: In underwater environments, the absorption and scattering of light often result in various types of degradation in captured images, including color cast, low contrast, low brightness, and ...
Abstract: Pre-trained encoders in computer vision have recently received great attention from both research and industry communities. Among others, a promising paradigm is to utilize self-supervised ...
Figure 1 | SFM architecture and the convergence equation. (A) Two frozen pretrained encoders map agent and target sequences to a shared 512-dimensional latent space via trainable FFN projection heads.
Most enterprise RAG pipelines start the same way: a text parser converts web pages and documents into plain text so they can be chunked and indexed for retrieval. That conversion step destroys ...
Rendering of the new stadium for the Jacksonville Armada. What’s the status of the Jacksonville Armada Stadium that was supposed to be built on the Eastside? Read full article: What’s the status of ...
The University of Sheffield will receive £3m to help students get key jobs in the defence sector. The money will help the university offer extra student places, build new teaching facilities and ...
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