pcam

EnsLoss: Stochastic Calibrated Loss Ensembles for Preventing Overfitting in Classification

Sediment ANalysis and Delineation through Images. A free and open-source software to process particles from high-resolution underwater images and to analyze gravels from laboratory images. Designed for contour detection, shape characterization and size measurement. SANDI is intended to become a collaborative project.

Created an algorithm to identify metastatic cancer in small image patches taken from larger digital pathology scans. The data used for this competition is a slightly modified version of the PatchCamelyon (PCam) benchmark dataset.

Convert PatchCamelyon dataset to png images.

🔬 Detecção Histopatológica de Câncer a partir de imagens disponibilizadas pelos datasets PatchCamelyon (PCam) e Breast Cancer Histopathological Dataset (BreakHis) e a partir de dados tabulares (Breast Cancer Wisconsin Diagnostic Dataset).

ResNet-34 training optimisation study on PCam histopathology images with multi-seed evaluation.

Nexys Video FPGA sensor-fusion HUD integrating Pcam 5C camera input, sonar acquisition, CDC-safe telemetry snapshots, HDMI compositing, OLED telemetry, and debug outputs.

Hands-on 10-chapter clinical AI curriculum for radiology fellows with zero ML background. Notebook + glossary + Gradio demo + fine-tuned HF model. Designed to be executed, not read.

Histopathologic metastatic breast cancer detection with convolution neural networks on pathology whole slide images using TensorFlow.