diff --git a/_pages/people/Epivitae.md b/_pages/people/Epivitae.md
index 665af70e6..0b64387f2 100644
--- a/_pages/people/Epivitae.md
+++ b/_pages/people/Epivitae.md
@@ -41,8 +41,8 @@ The easiest way to install and stay up-to-date is via the **Fiji Update Site**:
| Plugin | Description | Links |
| :--- | :--- | :--- |
-| **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
+| **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/biosensor/ria-j) [GitHub](https://github.com/Epivitae/RIA-J) [DOI](https://doi.org/10.5281/zenodo.18204761)|
+| **FIA**
(Fluorescence Image Aligner) | **Motion correction & Registration.**
Robustly stabilizes live-animal time-lapse datasets (Global & Dense Flow) before quantification. | [Wiki](https://imagej.net/plugins/biosensor/fia) [GitHub](https://github.com/Epivitae/FIA-Fluorescence-Image-Aligner) [DOI](https://doi.org/10.5281/zenodo.18206931) |
+| **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. | [Wiki](https://imagej.net/plugins/biosensor/nia) [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. |[Wiki](https://imagej.net/plugins/biosensor/mia) [GitHub](https://github.com/Epivitae/MIA-Metadata-Inspection-Analyzer) [DOI](https://doi.org/10.5281/zenodo.18280807) |
+| **WinMan**
(Window Manager) | **Workspace accelerator.**
Efficiently manages, tiles, and filters multiple image windows to keep your workspace clean. | [Wiki](https://imagej.net/plugins/biosensor/winman) [GitHub](https://github.com/Epivitae/WinMan) [DOI](https://doi.org/10.5281/zenodo.18224551) |
\ No newline at end of file
diff --git a/_pages/plugins/biosensor/fia.md b/_pages/plugins/biosensor/fia.md
index bf769e0dd..919365d60 100644
--- a/_pages/plugins/biosensor/fia.md
+++ b/_pages/plugins/biosensor/fia.md
@@ -15,7 +15,8 @@ team-maintainers: ['@Epivitae']
{%- assign dev-status = page.dev-status -%}
{%- unless team-maintainers -%} {%- assign team-maintainers = page.team-maintainer -%} {%- endunless -%}
-[](https://doi.org/10.5281/zenodo.18206931)
+[](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.
@@ -84,9 +85,8 @@ FIA is built upon established computer vision algorithms to ensure reliability:
## 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
+Wang, K. (2026). FIA: Fluorescence Image Aligner - Robust Motion Correction for ImageJ/Fiji. 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/)
diff --git a/_pages/plugins/biosensor/mia.md b/_pages/plugins/biosensor/mia.md
index e06d99579..0ba1db0ee 100644
--- a/_pages/plugins/biosensor/mia.md
+++ b/_pages/plugins/biosensor/mia.md
@@ -15,7 +15,8 @@ team-maintainers: ['@Epivitae']
{%- 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)
+[](https://github.com/Epivitae/MIA-Metadata-Inspection-Analyzer/releases) [](https://doi.org/10.5281/zenodo.18280807)
+
**MIA (Metadata Inspection Analyzer)** is a streamlined, user-friendly ImageJ/Fiji plugin designed for instant extraction and visualization of microscopy metadata.
@@ -55,7 +56,7 @@ MIA is distributed via the **Biosensor Tools** Fiji Update Site.
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
+Wang, K. (2026). MIA: Metadata Inspection Analyzer — A Lightweight Tool for Extracting Microscopy Source Parameters (v1.1.0). Zenodo. https://doi.org/10.5281/zenodo.18280807
* **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/)
diff --git a/_pages/plugins/biosensor/nia.md b/_pages/plugins/biosensor/nia.md
index 61d7c39e6..83fab5da5 100644
--- a/_pages/plugins/biosensor/nia.md
+++ b/_pages/plugins/biosensor/nia.md
@@ -15,7 +15,8 @@ team-maintainers: ['@Epivitae']
{%- assign dev-status = page.dev-status -%}
{%- unless team-maintainers -%} {%- assign team-maintainers = page.team-maintainer -%} {%- endunless -%}
-[](https://doi.org/10.5281/zenodo.18244343)
+[](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.
diff --git a/_pages/plugins/biosensor/ria-j.md b/_pages/plugins/biosensor/ria-j.md
index ec4d388ba..0a41c0098 100644
--- a/_pages/plugins/biosensor/ria-j.md
+++ b/_pages/plugins/biosensor/ria-j.md
@@ -15,7 +15,8 @@ team-maintainers: ['@Epivitae']
{%- assign dev-status = page.dev-status -%}
{%- unless team-maintainers -%} {%- assign team-maintainers = page.team-maintainer -%} {%- endunless -%}
-[](https://doi.org/10.5281/zenodo.18204761)
+[](https://doi.org/10.5281/zenodo.18200077)
+
**RIA-J (Ratio Imaging Analyzer - Java Edition)** is a lightweight, high-performance ImageJ/Fiji plugin designed for interactive ratiometric fluorescence analysis.
diff --git a/_pages/plugins/biosensor/winman.md b/_pages/plugins/biosensor/winman.md
index 37631284a..22923e7bd 100644
--- a/_pages/plugins/biosensor/winman.md
+++ b/_pages/plugins/biosensor/winman.md
@@ -15,7 +15,8 @@ team-maintainers: ['@Epivitae']
{%- assign dev-status = page.dev-status -%}
{%- unless team-maintainers -%} {%- assign team-maintainers = page.team-maintainer -%} {%- endunless -%}
-[](https://doi.org/10.5281/zenodo.18224551)
+[](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.