RhizoWhisperer (RHIZO-NET) is an end-to-end deep learning framework, topological graph phenotyping engine, and edaphic climate-resilience platform for precision agriculture. It integrates custom computer vision models, soft skeletonization topology extraction, multi-modal PyG GNN fusion, ISRIC SoilGrids chemical profiling, and TNAU agronomic recommendation engines.
An end-to-end computational framework and interactive web suite for designing, simulating, and optimizing Four-Stage Passive Microfluidic Blood Cell Filters using Deterministic Lateral Displacement (DLD) and Deep Learning Surrogate Models. By replacing hours of computationally ex…
George Kougianos, Athanasios Kerasiotis, Maria Petsa, Emmanouil Taoulai
This dataset release represents Part 4 of the comprehensive young trefoil crop agricultural analysis project. While Part 1, Part 2 and Part 3 provided the raw image captures and camera parameters and machine-learning-ready image tiles. Part 4 delivers fully processed, georeferenc…
Xuanyu Zhu, Yang Gao, Feng Liu, Stuart Crozier, Hongfu Sun
Deep-learning background field removal (BFRnet): a 3D dual-frequency octave-convolution U-net trained to predict the background field of the brain — including brains with significant pathological susceptibility sources (haemorrhage, calcification). Consumes the total field (ppm)…
M. Zhang, Feng R., Li Z., Feng J., Wu Q, Zhang Z., et al.
INR-QSM — a subject-specific UNSUPERVISED deep-learning dipole inversion using an implicit neural representation. No pretrained weights: a sine-activated coordinate MLP (SIREN) is OPTIMIZED per-subject so that the susceptibility it represents, pushed through the QSM dipole forwar…
This record contains field-deployment datasets for two seabird species, streaked shearwaters and black-tailed gulls, used in the paper “Automated Ethogram Elaboration: A Cross-species Deep-learning Model Deployed On-board Enables Acceleration-triggered Capture of Diverse Behaviou…
This paper presents an independent external assessment of OpenAI — the OpenAI Group PBC, the controlling OpenAI Foundation, and its publicly released GPT-series and o-series models — benchmarked against four governance frameworks: the EU AI Act (including its general-purpose AI a…