Encoder-Free AI explained: The architecture behind Google’s Gemma 4 12B

A vast majority of multi-modal AI systems function as a relay race. For example, an image will come in through the Vision ...
Tech Times

Google Gemma 4 12B Brings Multimodal AI to 16GB Laptops, Free Under Apache 2.0

Google Gemma 4 12B, released June 3, is an open-weight multimodal model that processes text, images, audio, and video in a ...
Nature

Dual-encoder architecture for metal artifact reduction for kV-cone-beam CT images in head and neck cancer radiotherapy

During a radiotherapy (RT) course, geometrical variations of target volumes, organs at risk, weight changes (loss/gain), tumor regression and/or progression can significantly affect the treatment ...

Google's latest on-device AI model is custom-made for your laptop

Google has released the Gemma 4 12B multimodal agentic AI model that's designed to run on consumer laptops without dedicated ...
Nature

A dual encoder network with multiscale feature fusion and multiple pooling channel spatial attention for skin scar image segmentation

Skin scar is a prevalent dermatological concern that impacts both aesthetic appearance and psychological well-being, making precise delineation of scar tissue essential for clinical treatment. To ...

Google's new open source Gemma 4 12B analyzes audio, video — and runs entirely locally on a typical 16GB enterprise laptop

For enterprise leaders aiming to decentralize their AI workloads, Gemma 4 12B offers a rare combination of edge-friendly ...
Automation World

Baumer, Programmable encoders reduce cost and effort

Incremental encoders Model EIL580P have been added as programmable product variants to the Baumer modular OptoPulse encoder series. Cutting down on inventory and speeding up delivery time, these ...
i-SCOOP

Ideogram 4.0, open weight image model built for design work

Ideogram 4.0 is the first open weight text to image model from Ideogram, with JSON prompting, native 2K output and best in ...