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  1. README.md +17 -17
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  6. Real5-OmniDocBench-Illumination/PPT_11.2013EvaluatingTraineeteacherproficiency_page_010.png +3 -0
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README.md CHANGED
@@ -1,6 +1,6 @@
1
  # Real5-OmniDocBench
2
 
3
- **Real5-OmniDocBench** is a brand-new benchmark oriented toward real-world scenarios, which we constructed based on the OmniDocBench v1.5 dataset. The dataset comprises five distinct scenarios: Scanning, Curving, Screen-photo, Light Variation, and Skewing. Apart from the Scanning category, all images were manually acquired via handheld mobile devices to closely simulate real-world conditions. Each subset maintains a one-to-one correspondence with the original OmniDocBench, strictly adhering to its ground-truth annotations and evaluation protocols. Given its empirical and realistic nature, this dataset serves as a rigorous benchmark for assessing the robustness of document parsing models in practical applications.
4
 
5
  ---
6
 
@@ -8,11 +8,11 @@
8
 
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  ### 1. Real-world Scenarios
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  Real5-OmniDocBench contains five challenging and representative photographic scenarios:
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- * **Scanning**: Images captured by scanning devices, simulating flat, clean document scans.
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- * **Curving**: Photos of documents with visible page curvatures, mimicking book spine or folding distortions.
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- * **Skewing**: Documents photographed at an angle, resulting in perspective distortion.
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- * **Screen-photo**: Photographs of screens displaying documents, introducing moiré patterns and reflections.
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- * **Light-variation**: Images taken under varied lighting conditions, including shadows and glare.
16
 
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  ### 2. Comprehensive Coverage
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  For each scenario, the dataset contains **1,355 images**, corresponding exactly to the original pages in the OmniDocBench evaluation set. This enables direct, controlled comparison of model performance across different real-world conditions.
@@ -35,16 +35,16 @@ The dataset follows the directory structure shown below:
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  ```text
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  Real5-OmniDocBench/
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- ├── Real5-OmniDocBench-curving/
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  │ ├── book_en_[搬书匠#20][HTML5 Canvas].2011.英文版_page_208.png
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  │ └── ...
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- ├── Real5-OmniDocBench-lighting-variation/
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  │ └── ...
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- ├── Real5-OmniDocBench-scaning/
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  │ └── ...
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- ├── Real5-OmniDocBench-screen-photo/
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  │ └── ...
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- └── Real5-OmniDocBench-skewing-variation/
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  └── ...
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  ```
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@@ -254,7 +254,7 @@ To illustrate the impact of real-world visual distortions on document parsing, w
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  ---
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- ### 2. Curving
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  <table border="1" style="width:100%; border-collapse: collapse;">
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  <tr>
@@ -443,11 +443,11 @@ To illustrate the impact of real-world visual distortions on document parsing, w
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  </tr>
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  </table>
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- *Curved documents introduce moderate challenges, causing a slight performance drop, but specialized VLMs maintain competitive accuracy.*
447
 
448
  ---
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- ### 3. Screen-photo
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  <table border="1" style="width:100%; border-collapse: collapse;">
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  <tr>
@@ -636,7 +636,7 @@ To illustrate the impact of real-world visual distortions on document parsing, w
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  </tr>
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  </table>
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- ### 4. Lighting-variation
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  <table border="1" style="width:100%; border-collapse: collapse;">
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  <tr>
@@ -825,11 +825,11 @@ To illustrate the impact of real-world visual distortions on document parsing, w
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  </tr>
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  </table>
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- *Severe lighting variations present significant challenges, resulting in a noticeable performance drop for most models.*
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  ---
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- ### 5. Skewing-variation
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  <table border="1" style="width:100%; border-collapse: collapse;">
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  <tr>
 
1
  # Real5-OmniDocBench
2
 
3
+ **Real5-OmniDocBench** is a brand-new benchmark oriented toward real-world scenarios, which we constructed based on the OmniDocBench v1.5 dataset. The dataset comprises five distinct scenarios: Scanning, Warping, Screen-Photography, Illumination, and Skew. Apart from the Scanning category, all images were manually acquired via handheld mobile devices to closely simulate real-world conditions. Each subset maintains a one-to-one correspondence with the original OmniDocBench, strictly adhering to its ground-truth annotations and evaluation protocols. Given its empirical and realistic nature, this dataset serves as a rigorous benchmark for assessing the robustness of document parsing models in practical applications.
4
 
5
  ---
6
 
 
8
 
9
  ### 1. Real-world Scenarios
10
  Real5-OmniDocBench contains five challenging and representative photographic scenarios:
11
+ * **Scanning**: Images captured by scanning devices, simulating flat and clean document scans.
12
+ * **Warping**: Photos of documents with visible page curvatures, mimicking distortions caused by book spines or folding.
13
+ * **Skew**: Documents photographed at an angle, resulting in perspective distortion.
14
+ * **Screen-Photography**: Photographs of screens displaying documents, introducing moiré patterns and reflections.
15
+ * **Illumination**: Images taken under varied lighting conditions, including shadows and glare.
16
 
17
  ### 2. Comprehensive Coverage
18
  For each scenario, the dataset contains **1,355 images**, corresponding exactly to the original pages in the OmniDocBench evaluation set. This enables direct, controlled comparison of model performance across different real-world conditions.
 
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  ```text
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  Real5-OmniDocBench/
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+ ├── Real5-OmniDocBench-Warping/
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  │ ├── book_en_[搬书匠#20][HTML5 Canvas].2011.英文版_page_208.png
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  │ └── ...
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+ ├── Real5-OmniDocBench-Illumination/
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  │ └── ...
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+ ├── Real5-OmniDocBench-Scanning/
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  │ └── ...
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+ ├── Real5-OmniDocBench-Screen-Photography/
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  │ └── ...
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+ └── Real5-OmniDocBench-Skew/
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  └── ...
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  ```
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  ---
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+ ### 2. Warping
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  <table border="1" style="width:100%; border-collapse: collapse;">
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  <tr>
 
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  </tr>
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  </table>
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+ *Warping documents introduce moderate challenges, causing a slight performance drop, but specialized VLMs maintain competitive accuracy.*
447
 
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  ---
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+ ### 3. Screen-Photography
451
 
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  <table border="1" style="width:100%; border-collapse: collapse;">
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  <tr>
 
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  </tr>
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  </table>
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+ ### 4. Illumination
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  <table border="1" style="width:100%; border-collapse: collapse;">
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  <tr>
 
825
  </tr>
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  </table>
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+ *Severe illumination variations present significant challenges, resulting in a noticeable performance drop for most models.*
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  ---
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+ ### 5. Skew
833
 
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  <table border="1" style="width:100%; border-collapse: collapse;">
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  <tr>
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