diff --git a/_pages/people/Epivitae.md b/_pages/people/Epivitae.md
index 3db4a1747..665af70e6 100644
--- a/_pages/people/Epivitae.md
+++ b/_pages/people/Epivitae.md
@@ -10,8 +10,6 @@ affiliation:
- Chimeric Nano Sensor (CNS) Team | https://www.cns.ac.cn/
forum: Epivitae
github: Epivitae
-stackoverflow:
-openhub:
twitter: bio_sensor
researchgate: Kui-Wang-37
orcid: 0000-0002-9436-3632
@@ -20,34 +18,31 @@ scholar: RFAVjC4AAAAJ
I am a Postdoctoral Fellow at the Institute of Neuroscience (ION), CAS, where I lead the **[Chimeric Nano Sensor (CNS) Team](https://www.cns.ac.cn)**. My research focuses on the development of genetically encoded fluorescent biosensors and their application in studying neurochemical dynamics in live animals.
-
-Below are the open-source software tools I developed to facilitate imaging analysis.
+## 🔬 Biosensor Tools
-### 🔬 Biosensor Tools
+I develop **Biosensor Tools**, a suite of open-source ImageJ/Fiji plugins designed for ratiometric imaging, motion correction, metadata inspection, and AI-powered denoising.
-A collection of ImageJ/Fiji plugins for ratiometric imaging, motion correction, and workspace management.
+### 📥 Installation
-
-
+The easiest way to install and stay up-to-date is via the **Fiji Update Site**:
-**📥 Installation via Fiji Update Site**
-To install or update these plugins, please use the **Biosensor Tools** update site:
1. Open Fiji and navigate to `Help > Update...`
2. Click `Manage update sites`.
-3. Click `Add update site` and fill in:
- - **Name:** Biosensor Tools
- - **URL:** `https://sites.imagej.net/Biosensor-Tools/`
+3. Click `Add update site` and enter:
+ * **Name:** `Biosensor Tools`
+ * **URL:** `https://sites.imagej.net/Biosensor-Tools/`
4. Close the window and click `Apply changes`.
-
-**🛠️ Plugin List**
+### 🛠️ Plugin List
| Plugin | Description | Links |
| :--- | :--- | :--- |
-| **RIA-J** (Ratio Imaging Analyzer) | Publication-grade analysis for ratiometric biosensors. Features background subtraction, pixel-by-pixel ratio calculation, and IMD mode. | [Wiki](https://imagej.net/plugins/ria-j) / [GitHub](https://github.com/Epivitae/RIA-J) |
-| **FIA** (Fluorescence Image Analyzer) | A robust tool for image registration and motion correction. Designed to stabilize live-animal time-lapse datasets before quantification. | [GitHub](https://github.com/Epivitae/FIA) |
-| **WinMan** (Window Manager) | A workflow utility for efficiently managing the ImageJ workspace. Allows tiling, organizing, and controlling multiple image/result windows simultaneously. | [GitHub](https://github.com/Epivitae/WinMan) |
\ No newline at end of file
+| **RIA-J**
(Ratio Imaging Analyzer) | **Publication-grade ratiometric analysis.**
Features background subtraction, pixel-by-pixel ratio calculation, and IMD display mode. | [Wiki](https://imagej.net/plugins/ria-j) / [GitHub](https://github.com/Epivitae/RIA-J) |
+| **FIA**
(Fluorescence Image Aligner) | **Motion correction & Registration.**
Robustly stabilizes live-animal time-lapse datasets (Global & Dense Flow) before quantification. | [GitHub](https://github.com/Epivitae/FIA-Fluorescence-Image-Aligner) |
+| **NIA**
(Neural Inference Assistant) | **Zero-setup AI denoising.**
Runs deep learning models (DnCNN) directly in Java via ONNX Runtime. No Python, no CUDA required. Supports 5D hyperstacks. | [GitHub](https://github.com/Epivitae/NIA-Denoise) / [DOI](https://doi.org/10.5281/zenodo.18244343) |
+| **MIA**
(Metadata Inspection Analyzer) | **Metadata explorer.**
Instantly extracts hidden tags (Olympus .oir, OME-XML) and exports summaries to Excel/CSV. | [GitHub](https://github.com/Epivitae/MIA-Metadata-Inspection-Analyzer) |
+| **WinMan**
(Window Manager) | **Workspace accelerator.**
Efficiently manages, tiles, and filters multiple image windows to keep your workspace clean. | [GitHub](https://github.com/Epivitae/WinMan) |
\ No newline at end of file
diff --git a/_pages/plugins/3d-viewer/fia.md b/_pages/plugins/3d-viewer/fia.md
new file mode 100644
index 000000000..8fc468b9b
--- /dev/null
+++ b/_pages/plugins/3d-viewer/fia.md
@@ -0,0 +1,95 @@
+---
+title: FIA
+categories: [Registration, Motion Correction, Analysis]
+icon: /media/icons/FIA.png
+source-url: "https://github.com/Epivitae/FIA-Fluorescence-Image-Aligner"
+update-site: "Biosensor Tools"
+release-version: v3.1.0
+support-status: Active
+team-founders: ['@Epivitae']
+team-maintainers: ['@Epivitae']
+---
+{%- assign github = page.github -%}
+{%- assign release-version = page.release-version -%}
+{%- assign release-date = page.release-date -%}
+{%- assign dev-status = page.dev-status -%}
+{%- unless team-maintainers -%} {%- assign team-maintainers = page.team-maintainer -%} {%- endunless -%}
+
+[](https://doi.org/10.5281/zenodo.18206931)
+
+**FIA (Fluorescence Image Aligner)** is a robust motion correction plugin designed to solve the full spectrum of motion artifacts in biological time-lapse microscopy.
+
+Developed by **Dr. Kui Wang** at the Center for Excellence in Brain Science and Intelligence Technology (CEBSIT), Chinese Academy of Sciences, FIA bridges the gap between high-precision rigid alignment and non-rigid deformation correction. It is specialized for Calcium Imaging (G/R-CaMP), Voltage Imaging, and long-term live cell monitoring.
+
+Author: [Kui Wang](people/Epivitae), CEBSIT, CAS. For questions please use the [GitHub Issues](https://github.com/Epivitae/FIA-Fluorescence-Image-Aligner/issues) or tag @Epivitae on image.sc.
+
+## Key Features
+
+* **Dual-Engine Core**:
+ * **OpenCV ECC**: Best for high-precision, sub-pixel rigid alignment (Rotation/Translation).
+ * **Dense Flow (New Standard)**: State-of-the-art local deformation correction using Farnebäck optical flow. Handles internal tissue warping and soft tissue deformation better than rigid methods.
+* **Scientific Integrity (Intensity Preservation)**:
+ * FIA guarantees that your **ΔF/F** analysis remains valid.
+ * *Navigation*: Motion vectors are calculated using noise-reduced (CLAHE), contrast-enhanced temporary frames.
+ * *Transport*: These vectors are applied to your **original raw data** using cubic interpolation. No artificial contrast is written to your final image.
+* **Smart "Super Reference"**:
+ * In **Dense Flow** mode, FIA creates a reference anchor by averaging `N` frames. This eliminates the "floating anchor" problem caused by shot noise in single-frame references.
+
+## Installation & Update
+
+FIA is distributed via the **Biosensor Tools** Fiji Update Site.
+
+1. Open **Fiji / ImageJ**.
+2. Navigate to **Help › Update...**
+3. Click **Manage update sites**.
+4. Check **Biosensor Tools** from the list.
+5. Click **Apply and Close**, then restart Fiji.
+
+{% include notice icon="info" content="If the site is missing from the list, you can add it manually:
**Name:** `Biosensor Tools`
**URL:** `https://sites.imagej.net/Biosensor-Tools/`" %}
+
+## Usage Guide
+
+### 1. Mode Selection
+
+FIA offers three operational modes tailored to different biological samples:
+
+| Mode | Type | Best Application |
+| :--- | :--- | :--- |
+| **Global** | Rigid / Affine | **General Drift Correction.** Corrects XY translation and rotation. Recommended for behaving animal tracking or whole-brain imaging. |
+| **Dense Flow** | Non-Rigid (Optical Flow) | **95% of Biological Samples.** Uses *Super Reference + CLAHE*. Best for noisy fluorescence, brain slices, and in vivo imaging where local deformation occurs. |
+| **Elastic** | Non-Rigid (Raw) | **High-SNR Data.** Uses raw optical flow without preprocessing. Best for binary masks, artificial beads, or clean data where contrast enhancement is unnecessary. |
+
+### 2. Parameter Tuning
+
+The **Smart UI** adapts based on your selected mode.
+
+#### For Dense Flow Mode:
+* **Flow WinSize**: The "field of view" for local alignment.
+ * *Small (5)*: Captures fine jitter.
+ * *Large (15+)*: Captures global tissue waves.
+* **Ref Depth**: Number of frames averaged to create the "Super Reference" (Default: 5). Higher values reduce noise in the reference anchor.
+* **Poly N**: Smoothing factor. *5* provides sharper motion borders, while *7* offers smoother flow fields but may blur distinct motion boundaries.
+
+#### For Global Mode:
+* **Max Iterations**: The loop limit for Rigid/Affine calculation.
+* **Precision**: Convergence threshold (epsilon).
+
+## Algorithms
+
+FIA is built upon established computer vision algorithms to ensure reliability:
+
+1. **Non-Rigid Registration**: Based on Farnebäck's polynomial expansion (2003) combined with CLAHE (Contrast Limited Adaptive Histogram Equalization) for robustness against uneven illumination.
+2. **Rigid Alignment**: Utilizes Parametric Image Alignment using Enhanced Correlation Coefficient (ECC) Maximization (Evangelidis & Psarakis, 2008).
+3. **Legacy Stabilization**: Includes a fallback engine based on the classic Lucas-Kanade optical flow.
+
+## Citation & DOI
+
+If you use FIA in your research, please cite the permanent Zenodo record:
+
+Wang, K. (2026). FIA: Fluorescence Image Aligner - Robust Motion Correction for ImageJ/Fiji (v3.1.0). Zenodo. https://doi.org/10.5281/zenodo.18206931
+
+* **Repository**: [https://github.com/Epivitae/FIA-Fluorescence-Image-Aligner](https://github.com/Epivitae/FIA-Fluorescence-Image-Aligner)
+* **CNS Team**: [Chimeric Nano Sensor Team](https://www.cns.ac.cn/)
+
+---
+*Developed by Kui Wang © 2026. Part of the **Biosensor Tools** suite.*
\ No newline at end of file
diff --git a/_pages/plugins/3d-viewer/nia.md b/_pages/plugins/3d-viewer/nia.md
new file mode 100644
index 000000000..a50a85780
--- /dev/null
+++ b/_pages/plugins/3d-viewer/nia.md
@@ -0,0 +1,70 @@
+---
+title: NIA
+categories: [Denoising, Machine Learning, Restoration]
+icon: /media/icons/NIA.png
+source-url: "https://github.com/Epivitae/NIA-Denoise"
+update-site: "Biosensor Tools"
+release-version: v1.0.0
+support-status: Active
+team-founders: ['@Epivitae']
+team-maintainers: ['@Epivitae']
+---
+{%- assign github = page.github -%}
+{%- assign release-version = page.release-version -%}
+{%- assign release-date = page.release-date -%}
+{%- assign dev-status = page.dev-status -%}
+{%- unless team-maintainers -%} {%- assign team-maintainers = page.team-maintainer -%} {%- endunless -%}
+
+[](https://doi.org/10.5281/zenodo.18244343)
+
+**NIA (Neural Inference Assistant)** is a native, AI-powered denoising plugin that brings deep learning to ImageJ/Fiji without the configuration headache.
+
+Developed by **Dr. Kui Wang** at the Center for Excellence in Brain Science and Intelligence Technology (CEBSIT), Chinese Academy of Sciences, NIA is built on the embedded **ONNX Runtime**. It allows biologists to run advanced denoising models directly in Java, eliminating the need for external Python environments, Conda, or complex CUDA setups.
+
+Author: [Kui Wang](people/Epivitae), CEBSIT, CAS. For questions please use the [GitHub Issues](https://github.com/Epivitae/NIA-Denoise/issues) or tag @Epivitae on image.sc.
+
+## Key Features
+
+* **Zero Configuration**: Runs natively in Fiji. No Python installation, no Conda environments, and no dedicated GPU setup required.
+* **Proven Architecture**: Comes with a built-in, optimized **DnCNN** model (based on *Zhang et al., 2017*) specifically tuned for fluorescence microscopy.
+* **Extensible**: Supports loading custom user-trained models in the standard `.onnx` format.
+* **5D Hyperstack Support**: Seamlessly processes complex datasets (X, Y, Channel, Z-Slice, and Time-lapse) with auto-iterating logic.
+* **Smart Normalization**: Auto-detects bit-depth (8/16/32-bit) and applies consistent normalization to prevent "flickering" artifacts in time-lapse videos.
+
+## Installation & Update
+
+NIA is distributed via the **Biosensor Tools** Fiji Update Site.
+
+1. Open **Fiji / ImageJ**.
+2. Navigate to **Help › Update...**
+3. Click **Manage update sites**.
+4. Check **Biosensor Tools** from the list.
+5. Click **Apply and Close**, then restart Fiji.
+
+{% include notice icon="info" content="If the site is missing from the list, you can add it manually:
**Name:** `Biosensor Tools`
**URL:** `https://sites.imagej.net/Biosensor-Tools/`" %}
+
+## Usage Guide
+
+1. **Open Image**: Load your noisy image or stack in Fiji.
+2. **Launch**: Go to `Plugins › Biosensor Tools › NIA Denoise (AI)`.
+3. **Select Model**:
+ * **Built-in (DnCNN)**: Recommended for general fluorescence microscopy (confocal/widefield).
+ * **Custom ONNX**: Select this to load your own `.onnx` model file.
+4. **Run**: Click **Start Denoising**. The plugin will process the stack and output a new denoised window.
+
+## Citation & References
+
+If you use NIA in your research, please cite the software DOI:
+
+**Wang, K. (2026).** NIA Denoise: User-Friendly AI Denoising Plugin for ImageJ/Fiji (v1.0.0). *Zenodo*. https://doi.org/10.5281/zenodo.18244343
+
+* **Repository**: [https://github.com/Epivitae/NIA-Denoise](https://github.com/Epivitae/NIA-Denoise)
+* **CNS Team**: [Chimeric Nano Sensor Team](https://www.cns.ac.cn/)
+
+### Methodology Reference
+The built-in model relies on the DnCNN architecture. Please also credit the original methodology:
+
+> **Zhang, K., Zuo, W., Chen, Y., Meng, D., & Zhang, L. (2017).** Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising. *IEEE Transactions on Image Processing*, 26(7), 3142–3155.
+
+---
+*Developed by Kui Wang © 2026. Part of the **Biosensor Tools** suite.*
\ No newline at end of file
diff --git a/_pages/plugins/3d-viewer/winman.md b/_pages/plugins/3d-viewer/winman.md
new file mode 100644
index 000000000..2c1ffd111
--- /dev/null
+++ b/_pages/plugins/3d-viewer/winman.md
@@ -0,0 +1,78 @@
+---
+title: WinMan
+categories: [Utilities, Workflow, Interface]
+icon: /media/icons/WinMan.png
+source-url: "https://github.com/Epivitae/WinMan"
+update-site: "Biosensor Tools"
+release-version: v1.0.0
+support-status: Active
+team-founders: ['@Epivitae']
+team-maintainers: ['@Epivitae']
+---
+{%- assign github = page.github -%}
+{%- assign release-version = page.release-version -%}
+{%- assign release-date = page.release-date -%}
+{%- assign dev-status = page.dev-status -%}
+{%- unless team-maintainers -%} {%- assign team-maintainers = page.team-maintainer -%} {%- endunless -%}
+
+[](https://doi.org/10.5281/zenodo.18224551)
+
+**WinMan (Window Manager & Workflow Accelerator)** is a lightweight utility designed to solve the "Desktop Explosion" problem in high-throughput microscopy workflows.
+
+Developed by **Dr. Kui Wang** at the Center for Excellence in Brain Science and Intelligence Technology (CEBSIT), Chinese Academy of Sciences, WinMan acts as a digital housekeeper. It provides granular control over open windows, batch processing tools, and system resource monitoring with a modern, compact interface.
+
+Author: [Kui Wang](people/Epivitae), CEBSIT, CAS. For questions please use the [GitHub Issues](https://github.com/Epivitae/WinMan/issues) or tag @Epivitae on image.sc.
+
+## Key Features
+
+* **Smart Filtering Engine**:
+ * **Close Match**: Instantly close all windows containing a specific keyword (e.g., remove all `C1-` channels).
+ * **Keep Match (Inverse Logic)**: The killer feature. Type `Final` and click **Keep Match** to close everything *except* your final results.
+ * **Safety First**: "Close ALL" includes a confirmation dialog to prevent accidental data loss.
+* **Batch Image Tools**:
+ * **Auto Contrast All**: Applies intelligent histogram stretching (`Enhance Contrast, saturated=0.35`) to **ALL** open images instantly. Eliminates repetitive manual adjustments.
+ * **Reset Zoom All**: Resets all image windows to 100% zoom level for standardized viewing.
+* **System Health Monitor**:
+ * Features an integrated **Memory Bar** showing live RAM usage.
+ * **One-Click GC**: Clicking the memory bar triggers immediate Garbage Collection to free up system resources.
+
+## Installation & Update
+
+WinMan is distributed via the **Biosensor Tools** Fiji Update Site.
+
+1. Open **Fiji / ImageJ**.
+2. Navigate to **Help › Update...**
+3. Click **Manage update sites**.
+4. Check **Biosensor Tools** from the list.
+5. Click **Apply and Close**, then restart Fiji.
+
+{% include notice icon="info" content="If the site is missing from the list, you can add it manually:
**Name:** `Biosensor Tools`
**URL:** `https://sites.imagej.net/Biosensor-Tools/`" %}
+
+## Usage Guide
+
+### 1. Filter Logic Examples
+
+| Function | Input Example | Action | Use Case |
+| :--- | :--- | :--- | :--- |
+| **Close Match** | `.csv` | Closes any window with ".csv" in title. | Cleaning up intermediate data tables. |
+| **Keep Match** | `Final` | Closes everything **EXCEPT** "Final" windows. | Isolating processed results for export. |
+| **Close Match** | `C2-` | Closes all Channel 2 images. | Removing reference channels after alignment. |
+
+### 2. Interface Controls
+
+* **Window Layout**:
+ * **Tile**: Arranges images in a grid without overlap (Optimized algorithm).
+ * **Cascade**: Stacks images diagonally with titles visible.
+* **Status Footer**: Displays operation feedback (e.g., "Closed 12 windows") and real-time Memory usage.
+
+## Citation & DOI
+
+If you use this software in your research, please cite the permanent Zenodo record:
+
+Wang, K. (2026). WinMan: A Modern Window Manager and Workflow Accelerator for ImageJ/Fiji (v1.0.0). Zenodo. https://doi.org/10.5281/zenodo.18224551
+
+* **Repository**: [https://github.com/Epivitae/WinMan](https://github.com/Epivitae/WinMan)
+* **CNS Team**: [Chimeric Nano Sensor Team](https://www.cns.ac.cn/)
+
+---
+*Developed by Kui Wang © 2026. Part of the **Biosensor Tools** suite.*
\ No newline at end of file
diff --git a/_pages/plugins/mia.md b/_pages/plugins/mia.md
new file mode 100644
index 000000000..9781ecf53
--- /dev/null
+++ b/_pages/plugins/mia.md
@@ -0,0 +1,64 @@
+---
+title: MIA
+categories: [Metadata, Utilities, Analysis]
+icon: /media/icons/MIA.png
+source-url: "https://github.com/Epivitae/MIA-Metadata-Inspection-Analyzer"
+update-site: "Biosensor Tools"
+release-version: v1.0.0
+support-status: Active
+team-founders: ['@Epivitae']
+team-maintainers: ['@Epivitae']
+---
+{%- assign github = page.github -%}
+{%- assign release-version = page.release-version -%}
+{%- assign release-date = page.release-date -%}
+{%- assign dev-status = page.dev-status -%}
+{%- unless team-maintainers -%} {%- assign team-maintainers = page.team-maintainer -%} {%- endunless -%}
+
+[](https://github.com/Epivitae/MIA-Metadata-Inspection-Analyzer/releases)
+
+**MIA (Metadata Inspection Analyzer)** is a streamlined, user-friendly ImageJ/Fiji plugin designed for instant extraction and visualization of microscopy metadata.
+
+Developed by **Dr. Kui Wang** at the Center for Excellence in Brain Science and Intelligence Technology (CEBSIT), Chinese Academy of Sciences, it fills the gap between basic file information and complex OME-XML parsing, offering a "drag-and-drop" solution for biologists.
+
+Author: [Kui Wang](people/Epivitae), CEBSIT, CAS. For questions please use the [GitHub Issues](https://github.com/Epivitae/MIA-Metadata-Inspection-Analyzer/issues) or tag @Epivitae on image.sc.
+
+## Key Features
+
+* **Instant Inspection**: Simply **drag & drop** any microscopy file to immediately view dimensions (XYZT), pixel size, and time intervals without opening the full image.
+* **Deep Extraction**:
+ * **Olympus (.oir)**: Advanced parsing of proprietary tags often hidden by standard readers (e.g., Exact Laser Lines, Emission Ranges, Real-Time Intervals).
+ * **General (.czi, .lif, .nd2)**: Full standard OME-XML support via Bio-Formats integration.
+* **Spectrum Mapping**: Auto-generates color-coded tags for Excitation/Emission wavelengths (e.g., ● Ex488), making channel identification effortless.
+* **One-Click Reporting**: Exports a comprehensive CSV report (Excel compatible) containing both the summary and the full raw metadata tree for data auditing.
+
+## Installation & Update
+
+MIA is distributed via the **Biosensor Tools** Fiji Update Site.
+
+1. Open **Fiji / ImageJ**.
+2. Navigate to **Help › Update...**
+3. Click **Manage update sites**.
+4. Check **Biosensor Tools** from the list.
+5. Click **Apply and Close**, then restart Fiji.
+
+{% include notice icon="info" content="If the site is missing from the list, you can add it manually:
**Name:** `Biosensor Tools`
**URL:** `https://sites.imagej.net/Biosensor-Tools/`" %}
+
+## Usage Workflow
+
+1. **Launch**: Start the plugin via `Plugins › Biosensor Tools › MIA`.
+2. **Inspect**: Drag and drop a microscopy file (`.oir`, `.czi`, `.nd2`, etc.) directly into the panel.
+3. **Review**: Check the **Key Parameters** summary for quick acquisition details.
+4. **Export**: Click **"Export Report"** to save all metadata to a local CSV file for lab notebooks or publications.
+
+## Citation & DOI
+
+If you use this software in your research, please cite the software and the repository:
+
+Wang, K. (2026). MIA: Metadata Inspection Analyzer - A Lightweight Metadata Extraction Tool for ImageJ/Fiji (v1.0.0). [Software]. Available at https://github.com/Epivitae/MIA-Metadata-Inspection-Analyzer
+
+* **Repository**: [https://github.com/Epivitae/MIA-Metadata-Inspection-Analyzer](https://github.com/Epivitae/MIA-Metadata-Inspection-Analyzer)
+* **CNS Team**: [Chimeric Nano Sensor Team](https://www.cns.ac.cn/)
+
+---
+*Developed by Kui Wang © 2026. Part of the **Biosensor Tools** suite developed for genetically encoded indicators and neurochemical analysis.*
\ No newline at end of file
diff --git a/_pages/plugins/ria-j.md b/_pages/plugins/ria-j.md
index fc6785571..b4f51b93c 100644
--- a/_pages/plugins/ria-j.md
+++ b/_pages/plugins/ria-j.md
@@ -21,7 +21,7 @@ team-maintainers: ['@Epivitae']
Developed by **Dr. Kui Wang** at the Center for Excellence in Brain Science and Intelligence Technology (CEBSIT), Chinese Academy of Sciences, it serves as the native Java counterpart to the Python-based RIA software.
-Author: [Kui Wang](www.cns.ac.cn), CEBSIT, CAS. For questions please use the [GitHub Issues](https://github.com/Epivitae/RIA-J/issues) or tag @Epivitae on image.sc.
+Author: [Kui Wang](people/Epivitae), CEBSIT, CAS. For questions please use the [GitHub Issues](https://github.com/Epivitae/RIA-J/issues) or tag @Epivitae on image.sc.
## Key Features