BCMG AI

Open a gigapixel whole slide image directly from the cloud drive where it already lives -- Google Drive, OneDrive, Box, Dropbox, or Amazon S3 -- with no download, no copy, and no migration. To our knowledge, CloudView is the only viewer that streams a gigapixel WSI in place from consumer and enterprise cloud storage.

It works by HTTP range requests: the viewer reads only the byte ranges for the tiles currently on screen (FastAPI + OpenSeadragon DZI, OpenSlide-backed). A 1.9 GB slide opens in seconds because the rest of the file is never fetched. PHI stays inside your cloud tenant -- no BCMG server ever holds slide bytes.

GPU-powered whole slide imager on a standard pathology scope. Core law: the live camera field-of-view is always the center of the screen. As the slide moves, captured tissue trails away and remains visible as part of the growing WSI -- 4K 60 fps in real time. First real-tissue WSI captured May 2026.

Hardware: Nikon Eclipse 90i, Plan 40x / 0.65 NA, AmScope AF408 4K primary camera. Phase correlation + SIFT + optical flow registration. OME-TIFF output feeds CloudView and the ABMIL pipeline without conversion. Nexus-Nikon Stage Mapper runs in parallel for motorized ASI XY acquisition.

A research-pipeline-integrity gate for deep and agentic computer-vision pathology. Pen and surgical inks are non-biological, spectrally extreme pigments; left in the tile bag, an attention model latches onto them and learns artifact instead of morphology. The filter intercepts ink tiles before ABMIL ingestion, so the model is not silently trained on corrupted signal.

Two-track automated pipeline. Track A: HSV color + MLP for speed. Track B: slide-level ABMIL on pathology features for robustness. Validated on a 464-slide thyroid cohort: 28% exclusion rate, 47% AUROC variance reduction downstream. Runs as a pre-training QC gate on all BCMG pipelines.

Multi-source document viewer and version comparer for pathology reports and research HTML artifacts. 147 documents indexed across 13 project categories. Full-text search, project/type/owner filtering, inline annotation, side-by-side diff comparison, PDF export. Standalone -- no server required. Available for evaluation on request.

Full integration dashboard for the Nikon Eclipse 90i: objective inventory (nine lenses, 2x–50x oil), per-objective Abbe resolution and depth-of-field calculations, multi-camera module registry (AmScope AF408 4K, ELP USB-3, ArduCam MIPI), and stage/focus configuration. Built for the WSImager and Tesselerator workflows.

Scanner-agnostic color, gamma, and white-balance normalization for histopathology WSI. Scanners differ in gamma, white point, and effective color space -- a Hamamatsu NanoZoomer and a Leica AT2 render the same section differently, shifting the input distribution for models trained on Leica-dominant public data. HistoLux corrects this at the image level before features are extracted.

A four-stage, physics-principled pipeline: background/glass detection, gamma calibration, Von Kries chromatic adaptation, and Macenko stain-density matching -- interpretable, with no training data required.

A color 2D barcode slide label. Beyond an immutable slide ID, the label carries a scan-request matrix -- four color positions that encode exactly which acquisitions a slide should get: a 2x or 4x full-slide companion, and 20x or 40x WSI. The physical label itself tells the imaging system what to do.

It is built to route a slide through BCMG's own imaging (Tesselerator and Nexus WSImager) and to travel with the slide for external WSI marketplacing, for example Biobase. Because the label records what was requested, a lab keeps a clean separation between requested work and the actual acquisition metadata the imaging system later records -- useful whether or not the lab works with BCMG.

Wound care runs on measurements, yet everyday documentation still leans on paper rulers, tracings, and visual estimates that vary by observer and visit. BCMG AI turns a simple photograph -- with a single-use printed reference tag beside the wound to set absolute scale -- into a reproducible measurement: area, greatest dimension and perpendicular width in millimeters, wound-bed tissue breakdown, and a visit-to-visit change map.

A promptable vision model delineates the wound. The clinician stays in control: any boundary can be accepted, rejected, or corrected with a single click-and-drag, and any result outside strict quality bounds is flagged rather than silently reported.

A handheld, factory-calibrated stereo imaging device that standardizes capture in the clinic. Because its two matched cameras are stereo-calibrated, absolute scale comes from the 3-D geometry itself -- so nothing is placed near the wound. Its job is consistency: the same framing and working distance at every visit, so serial measurements track the wound rather than the photographer.

On-screen guidance keeps the operator inside the validated working band and warns when lighting or texture would degrade a measurement -- capture problems are caught while capturing, not after the patient has left. Where the surface allows, the same 3-D geometry yields wound depth and volume that a flat photograph cannot provide.