Not bad for limited hardware ...

Granulon enhances pixel-level visual encoders (represented by DINOv3)—which excel at details but lack coarse-grained semantic abstraction—with a "text-conditioned granularity controller + adaptive ...

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: This study presents a systematic comparative analysis of text and image encoder combinations for Visual Question Answering (VQA) using the EasyVQA dataset. We evaluate six text encoders ...

Abstract: Massive emissions of greenhouse gases (GHGs) have a negative impact on the development of sustainable agriculture. While techniques of imputation and forecasting facilitate the observation ...