Image Analysis Platform
Nine Modules, Full Workflow Coverage

From image preprocessing to advanced phenotype exploration, from cell segmentation to spatial decoding — every step in one platform.

AI Assistant

TR-AI — One Sentence Completes the Analysis

Say what you need; Assistant T understands it, plans the pipeline, and orchestrates every plugin — from preprocessing to spatial analysis.

AI ASSISTANT

TR-AI

“Assistant T”

No complex operation needed. Just say what you want — TR-AI plans the analysis, runs the right toolchain, and shows results in real time.

Orchestration
Smart

Auto-plans analysis, executes the full pipeline

Feedback
Live

Progress visible, immediate result preview

Cross-screen
Anywhere

WeChat control — analysis at your fingertips

Watch
Demo

See Assistant T in action — request a demo link

REGISTRATION

TR-StainSync

Multi-Modal Slide Registration

Fully automatic alignment across multi-round staining, serial sections, and multi-modal pathology images — without manually picking a reference.

Modes
4

H&E / IHC / mIF and more

Formats
100+

Comprehensive image format support

Precision
Pixel

Composite registration engine

Scale
WSI

Whole-slide & TMA ready

PREPROCESSING

TR-NoiseX

End Autofluorescence & Noise in Spatial Omics

Smart denoising strips autofluorescence and non-specific background. Dynamic enhancement unifies visual and algorithmic reads. Metadata repair standardizes 100+ formats.

Smart
Denoise

Removes autofluorescence, lifts downstream accuracy

Dynamic
Enhance

Boosts channel contrast, unifies human & AI views

Standardize
100+

Format support + metadata repair

Optimize
Fast

Channel trimming & dtype conversion

Multi-Round Fusion
Merged

Fast merge into a standard multi-channel file

TMA DETECTION

TR-TMA

High-Throughput Tissue Microarray Analysis

Automatic TMA core detection eliminates tedious per-core adjustments. Fluorescence-ready identification corrects problems in native tools.

Batch
10× Faster

Auto core detection, fewer manual tweaks

Fluorescence
Stable

Fixes mIF TMA detection instability

Throughput
High

Convert to standard batch-analysis objects

Result
Visual

Auto-detected core overlays

CELL SEGMENTATION

TR-Seg

Real Cell Boundary Segmentation

Nucleus, membrane, and dense-cell segmentation modes — expert-grade identification precision that gets closer to biological reality.

Nucleus
Precise

Nucleus-level boundary detection

Membrane
Sharp

Membrane-level detection

Expert
Grade

Expert-level identification precision

Dense
Handles

Dense cell clusters segmented cleanly

PHENOTYPE

TR-PhenoClass

High-Dimensional Protein Phenotype Auto-ID

Deep-learning phenotype classification that goes beyond mean-intensity thresholding. Distinguish tumor, immune, and stromal populations with reusable marker rules.

Interpretable
Rules

Marker-logic rules — auditable, re-verifiable

Reusable
Yes

Mature panel rules apply to batch projects

Hierarchical
Layered

Major classes first, subtypes after

Result
Visual

Phenotype overlay on original image

EXPLORATION

TR-PhenoDiscover

High-Dimensional Subtype Discovery & QC

Leiden clustering + UMAP visualization + image linkage — discover rare subtypes, then verify them interactively against the original image.

Discover
Unknown

Find rare cell populations from high-D data

Verify
Live

Cluster, matrix, and image linked in real time

Refine
Iterate

Coarse cluster first, then drill into subsets

Visual
UMAP

Interactive UMAP plots

SPATIAL

TR-Spa

Multi-Scale Spatial Biology Analysis

Quantify distance, neighborhood, and co-localization. Reconstruct tumor-immune-stromal microenvironments. All in a unified spatial stats toolbox.

Distance
Min

Pair-wise shortest distance between cell types

Network
KNN

KNN / Delaunay spatial graphs

Neighborhood
Cluster

Cluster + enrichment around target cells

Heatmap
Density

Spatial density & hotspot maps

H&E CLASSIFY

TR-HECellSage

H&E Stained Image AI Cell Classifier

For routine H&E images, automatically identify tumor, immune, stromal, and necrotic cells — boosting quantitative H&E analysis efficiency.

H&E
Direct

Cell type ID directly on H&E

No Training
Zero

Common scenarios — out-of-the-box

Spatial
Linked

Morphology + spatial joint analysis

Workflow
Fast

Lifts routine pathology efficiency

Try the platform on your own data

Free 14-day evaluation with sample images and full plugin access.

Request Evaluation
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