4 papers
Spatial Action Review: A Visual Analytics Dashboard for Auditing Language-to-Action Hand-offs in Electron Microscopy
Samia Mohinta, Albert Cardona
Multimodal large language models (MLLMs) are increasingly explored as interfaces for scientific image analysis, where a visual question-answering (VQA) response may be paired with…
Catena: A Comprehensive Software Suite for Large-Scale Connectomics
Samia Mohinta, Pedro Gómez-Gálvez, Shi Yan Lee +5
The gold standard datasets for mapping connectomes are electron microscopy volumes of densely labeled neural tissue at nanometer resolution. Yet reconstructing and proofreading neu…
Adapting Open-Weight MLLMs to Generate Point Prompts for Electron Microscopy Segmentation
Samia Mohinta, Albert Cardona
Promptable models such as microSAM segment electron microscopy (EM) images from point prompts, but automation requires generating prompts without user input. We ask whether open-we…
Towards Generalized Synapse Detection Across Invertebrate Species
Samia Mohinta, Daniel Franco-Barranco, Shi Yan Lee +1
Behavioural differences across organisms, whether healthy or pathological, are closely tied to the structure of their neural circuits. Yet, the fine-scale synaptic changes that giv…