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Datasets:
Kimhi
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viper-n

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Tags:
computer-vision
instance-segmentation
dataset
benchmark
noisy-labels
sim2real
License:
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Upload benchmark annotations + galleries + dataset card

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  1. README.md +68 -0
  2. benchmark/annotations/instances_train2017.json +0 -0
  3. benchmark/annotations/instances_val2017.json +0 -0
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README.md ADDED
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+ ---
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+ license: cc-by-nc-4.0
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+ language: en
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+ tags:
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+ - computer-vision
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+ - instance-segmentation
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+ - semantic-segmentation
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+ - benchmark
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+ - noisy-labels
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+ - sim2real
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+ - viper
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+ - dataset
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+ ---
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+
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+ # VIPER-N — Noisy Annotations Benchmark (Annotations Only)
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+
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+ This repository provides **benchmark/noisy annotation files** for VIPER used in:
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+
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+ **Noisy Annotations in Semantic Segmentation** (Kimhi et al., 2025)
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+ - Paper (arXiv): https://arxiv.org/abs/2406.10891
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+ - DOI: https://doi.org/10.48550/arXiv.2406.10891
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+
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+ ## Why noisy labels (and sim2real) matter
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+ Segmentation is annotation-heavy: every object requires a precise boundary. In practice, labels can be noisy due to ambiguity, annotator fatigue, imperfect tooling, and semi-automated workflows.
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+
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+ For **sim2real** datasets, additional systematic artifacts can appear (rendering/geometry quirks, domain gap), making robustness analysis especially important.
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+
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+ **VIPER-N** is designed to stress-test robustness across difficulty regimes.
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+
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+ ## What’s in this repo
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+ - **Annotations only** (no images)
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+ - A **mini** annotation package (seed=1) for quick evaluation
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+ - Qualitative **HTML galleries** with examples across difficulty splits
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+
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+ ### Files
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+ - `benchmark/annotations/instances_train2017.json`
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+ - `benchmark/annotations/instances_val2017.json`
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+
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+ ### Galleries (examples)
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+ Open any of:
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+ - `reports/gallery/clean_val/index.html`
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+ - `reports/gallery/easy_val/index.html`
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+ - `reports/gallery/medium_val/index.html`
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+ - `reports/gallery/hard_val/index.html`
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+
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+ ## How to use
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+ 1) Download the VIPER dataset (images + clean annotations) from **`kimhi/viper`**.
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+ 2) Download this repo.
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+ 3) Replace the annotation JSON(s) with the ones from `benchmark/annotations/`.
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+
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+ Conceptually:
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+ - From `kimhi/viper`: `coco/annotations/instances_val2017.json`
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+ - Replace with: `benchmark/annotations/instances_val2017.json`
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+
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+ ## Citation
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+ If you use this benchmark, please cite:
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+
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+ ```bibtex
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+ @misc{kimhi2025noisyannotationssemanticsegmentation,
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+ title={Noisy Annotations in Semantic Segmentation},
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+ author={Moshe Kimhi and Omer Kerem and Eden Grad and Ehud Rivlin and Chaim Baskin},
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+ year={2025},
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+ eprint={2406.10891},
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+ }
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+ ```
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+
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+ ## License
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+ Released under **CC BY-NC 4.0** (Attribution–NonCommercial 4.0 International).
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+ <!doctype html>
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+ <html><head><meta charset='utf-8'>
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+ <title>viper | clean_val</title>
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+ <style>body{font-family:system-ui,Arial;margin:16px} .grid{display:flex;flex-wrap:wrap;gap:12px} .item{width:360px} img{width:100%;height:auto;border:1px solid #ddd}</style>
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+ </head><body>
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+ <h2>viper | clean_val</h2>
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+ <p>Files: 20 (click to open full image)</p>
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+ <div class='grid'>
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+ <div class='item'>
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+ <a href='01_img11.png' target='_blank'><img src='01_img11.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>01_img11.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='02_img21.png' target='_blank'><img src='02_img21.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>02_img21.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='03_img25.png' target='_blank'><img src='03_img25.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>03_img25.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='04_img22.png' target='_blank'><img src='04_img22.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>04_img22.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='05_img24.png' target='_blank'><img src='05_img24.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>05_img24.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='06_img6.png' target='_blank'><img src='06_img6.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>06_img6.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='07_img23.png' target='_blank'><img src='07_img23.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>07_img23.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='08_img14.png' target='_blank'><img src='08_img14.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>08_img14.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='09_img17.png' target='_blank'><img src='09_img17.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>09_img17.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='10_img10.png' target='_blank'><img src='10_img10.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>10_img10.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='11_img12.png' target='_blank'><img src='11_img12.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>11_img12.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='12_img18.png' target='_blank'><img src='12_img18.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>12_img18.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='13_img1.png' target='_blank'><img src='13_img1.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>13_img1.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='14_img8.png' target='_blank'><img src='14_img8.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>14_img8.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='15_img2.png' target='_blank'><img src='15_img2.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>15_img2.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='16_img7.png' target='_blank'><img src='16_img7.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>16_img7.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='17_img13.png' target='_blank'><img src='17_img13.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>17_img13.png</div>
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+ </div>
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+ <div class='item'>
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+ <div style='font-size:12px;color:#555'>18_img20.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='19_img15.png' target='_blank'><img src='19_img15.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>19_img15.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='20_img16.png' target='_blank'><img src='20_img16.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>20_img16.png</div>
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+ </div>
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+ </div>
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+ </body></html>
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+ <html><head><meta charset='utf-8'>
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+ <title>viper | easy_val</title>
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+ <h2>viper | easy_val</h2>
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+ <p>Files: 20 (click to open full image)</p>
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+ <div class='item'>
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+ <a href='01_img11.png' target='_blank'><img src='01_img11.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>01_img11.png</div>
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+ </div>
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+ <a href='02_img21.png' target='_blank'><img src='02_img21.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>02_img21.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='03_img25.png' target='_blank'><img src='03_img25.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>03_img25.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='04_img22.png' target='_blank'><img src='04_img22.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>04_img22.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='05_img24.png' target='_blank'><img src='05_img24.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>05_img24.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='06_img6.png' target='_blank'><img src='06_img6.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>06_img6.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='07_img23.png' target='_blank'><img src='07_img23.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>07_img23.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='08_img14.png' target='_blank'><img src='08_img14.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>08_img14.png</div>
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+ </div>
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+ <a href='09_img17.png' target='_blank'><img src='09_img17.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>09_img17.png</div>
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+ </div>
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+ <a href='10_img10.png' target='_blank'><img src='10_img10.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>10_img10.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='11_img12.png' target='_blank'><img src='11_img12.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>11_img12.png</div>
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+ </div>
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+ <a href='12_img18.png' target='_blank'><img src='12_img18.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>12_img18.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='13_img1.png' target='_blank'><img src='13_img1.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>13_img1.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='14_img8.png' target='_blank'><img src='14_img8.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>14_img8.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='15_img2.png' target='_blank'><img src='15_img2.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>15_img2.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='16_img7.png' target='_blank'><img src='16_img7.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>16_img7.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='17_img13.png' target='_blank'><img src='17_img13.png' loading='lazy'></a>
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+ </div>
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+ <a href='19_img15.png' target='_blank'><img src='19_img15.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>19_img15.png</div>
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+ </div>
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+ <div class='item'>
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+ <a href='20_img16.png' target='_blank'><img src='20_img16.png' loading='lazy'></a>
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+ <div style='font-size:12px;color:#555'>20_img16.png</div>
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+ </div>
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+ </div>
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+ </body></html>
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