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README.md

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 # Hyperspectral and Multispectral Smoke Segmentation Datasets
 
-This repository contains two smoke segmentation datasets introduced in our paper **"Hyperspectral Smoke Segmentation via Mixture of Prototypes"**.
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 ## Overview
@@ -11,7 +10,7 @@ Smoke segmentation is critical for wildfire management and industrial safety app
 *Figure 1: Motivation for hyperspectral smoke segmentation. The upper part shows challenging smoke scenarios with cloud interference and semi-transparent regions in the visible light band. The lower part plots the spectral distribution of marked points, where yellow shaded regions highlight key discriminatory band ranges.*
 
 To address these challenges, we introduce:
-1. **HSSDataset**: The first hyperspectral smoke segmentation dataset with 25 spectral bands (600-974nm)
+1. **HSSDataset**: The first hyperspectral smoke segmentation dataset with 25 spectral bands
 2. **MSSDataset**: A multispectral dataset with RGB-infrared paired images
 
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@@ -139,46 +138,6 @@ FLAME2_VOC/
 
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-## Dataset Statistics
-
-### HSSDataset Summary
-
-| Metric | Value |
-|--------|-------|
-| Total Annotated Samples | 1,007 |
-| Spectral Bands | 25 |
-| Wavelength Range | 600-974 nm |
-| Real-world Scenarios | 20 |
-| Raw Video Frames | 18,000+ |
-| Annotators per Sample | 3 |
-| Image Resolution | Variable (industrial setting) |
-
-### MSSDataset Summary
-
-| Metric | Value |
-|--------|-------|
-| Total Annotated Samples | 200 |
-| Spectral Channels | 4 (RGB + IR) |
-| Scenarios | Wildland fires |
-| Source Dataset | [FLAME2](https://ieee-dataport.org/open-access/flame-2-fire-detection-and-modeling-aerial-multi-spectral-image-dataset) |
-| Image Resolution | Variable |
-
-### Challenging Scenario Distribution (HSSDataset)
-
-| Scenario Category | Sample Count | Description |
-|-------------------|--------------|-------------|
-| **Scene-based Classification** |
-| High Exposure | 214 | Bright lighting with overexposed regions |
-| Low Visibility | 118 | Poor lighting and atmospheric conditions |
-| Complex Background | 411 | Industrial environments with clutter |
-| Cloud Interference | 264 | Cloud-smoke confusion scenarios |
-| **Smoke-based Classification** |
-| Early-stage Smoke | 268 | Small smoke plumes in initial phases |
-| High Transparency Smoke | 258 | Varying opacity and transparency |
-| Complex-shaped Smoke | 481 | Irregular patterns with unclear boundaries |
-
----
-
 ## Data Format
 
 ### Hyperspectral Data (HSSDataset)