Datasets:

Kimhi
/

viper

+---
+license: cc-by-nc-4.0
+language: en
+tags:
+- computer-vision
+- instance-segmentation
+- dataset
+- sim2real
+- viper
+- noisy-labels
+---
+# VIPER (clean) — images + **clean** COCO-format instance segmentation annotations
+This dataset repo packages the VIPER images together with **clean** COCO *instance segmentation* annotations, as used in:
+- Paper: **Noisy Annotations in Semantic Segmentation** (Kimhi et al., 2025)
+  - arXiv: https://arxiv.org/abs/2406.10891
+- Code/tools for noisy-label benchmarks: https://github.com/mkimhi/noisy_labels
+If you are looking for the **noisy** benchmark labels (annotations-only), see:
+- **VIPER-N**: https://huggingface.co/datasets/kimhi/viper-n
+## What’s inside
+### Images
+- `images/train/...` (VIPER train images)
+- `images/val/...` (VIPER val images)
+### Clean annotations (COCO instances)
+- `coco/annotations/instances_train2017.json`
+- `coco/annotations/instances_val2017.json`
+### Qualitative gallery (optional)
+- `reports/gallery/*/index.html`
+## Loading code snippets
+### 1) Download VIPER from the Hub
+```python
+from huggingface_hub import snapshot_download
+viper_root = snapshot_download("kimhi/viper", repo_type="dataset")
+images_root = f"{viper_root}/images"
+ann_train = f"{viper_root}/coco/annotations/instances_train2017.json"
+ann_val   = f"{viper_root}/coco/annotations/instances_val2017.json"
+print(images_root)
+print(ann_val)
+```
+### 2) Read COCO annotations with `pycocotools`
+```python
+from pycocotools.coco import COCO
+coco = COCO(ann_val)
+img_id = coco.getImgIds()[0]
+img = coco.loadImgs([img_id])[0]
+print(img)
+ann_ids = coco.getAnnIds(imgIds=[img_id])
+anns = coco.loadAnns(ann_ids)
+print("#instances in image:", len(anns))
+```
+## Using VIPER with VIPER-N (noisy labels)
+Download both repos and swap the annotation JSONs:
+```python
+from huggingface_hub import snapshot_download
+viper_root   = snapshot_download("kimhi/viper", repo_type="dataset")
+viper_n_root = snapshot_download("kimhi/viper-n", repo_type="dataset")
+images_root = f"{viper_root}/images"
+ann_val_noisy = f"{viper_n_root}/benchmark/annotations/instances_val2017.json"
+```
+## Applying the noise recipe to other datasets
+See the paper repo for scripts/recipes to generate/apply noisy labels to other COCO-format instance segmentation datasets:
+- https://github.com/mkimhi/noisy_labels
+## Dataset viewer
+Hugging Face’s built-in dataset viewer does not currently render COCO instance-segmentation JSONs directly.
+You can still browse images in the **Files** tab, and use `pycocotools`/Detectron2/MMDetection to visualize masks.
+## Citation
+```bibtex
+@misc{kimhi2025noisyannotationssemanticsegmentation,
+  title={Noisy Annotations in Semantic Segmentation},
+  author={Moshe Kimhi and Omer Kerem and Eden Grad and Ehud Rivlin and Chaim Baskin},
+  year={2025},
+  eprint={2406.10891},
+}
+```
+## License
+**CC BY-NC 4.0** — Attribution–NonCommercial 4.0 International.

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+The data we provide is for research and educational purposes only.
+Commercial use is prohibited. As a courtesy towards Take-Two
+Interactive and Rockstar Games, we request that you buy Grand Theft
+Auto V if you use data from the provided benchmark suite.
+We also request that you cite the Playing for Benchmarks paper (ICCV
+2017) if you use the data.

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+The data we provide is for research and educational purposes only.
+Commercial use is prohibited. As a courtesy towards Take-Two
+Interactive and Rockstar Games, we request that you buy Grand Theft
+Auto V if you use data from the provided benchmark suite.
+We also request that you cite the Playing for Benchmarks paper (ICCV
+2017) if you use the data.

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+<!doctype html>
+<html><head><meta charset='utf-8'>
+<title>viper | clean_val</title>
+<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>
+</head><body>
+<h2>viper | clean_val</h2>
+<p>Files: 20 (click to open full image)</p>
+<div class='grid'>
+<div class='item'>
+<a href='01_img11.png' target='_blank'><img src='01_img11.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>01_img11.png</div>
+</div>
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+<a href='02_img21.png' target='_blank'><img src='02_img21.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>02_img21.png</div>
+</div>
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+<div style='font-size:12px;color:#555'>03_img25.png</div>
+</div>
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+<div style='font-size:12px;color:#555'>04_img22.png</div>
+</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>
+<div style='font-size:12px;color:#555'>12_img18.png</div>
+</div>
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+<a href='13_img1.png' target='_blank'><img src='13_img1.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>13_img1.png</div>
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+<div style='font-size:12px;color:#555'>15_img2.png</div>
+</div>
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+<a href='16_img7.png' target='_blank'><img src='16_img7.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>16_img7.png</div>
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+<a href='17_img13.png' target='_blank'><img src='17_img13.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>17_img13.png</div>
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+<div style='font-size:12px;color:#555'>18_img20.png</div>
+</div>
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+<a href='19_img15.png' target='_blank'><img src='19_img15.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>19_img15.png</div>
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+<a href='20_img16.png' target='_blank'><img src='20_img16.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>20_img16.png</div>
+</div>
+</div>
+</body></html>

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+<!doctype html>
+<html><head><meta charset='utf-8'>
+<title>viper | easy_val</title>
+<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>
+</head><body>
+<h2>viper | easy_val</h2>
+<p>Files: 20 (click to open full image)</p>
+<div class='grid'>
+<div class='item'>
+<a href='01_img11.png' target='_blank'><img src='01_img11.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>01_img11.png</div>
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+<div style='font-size:12px;color:#555'>02_img21.png</div>
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+<div style='font-size:12px;color:#555'>03_img25.png</div>
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+<!doctype html>
+<html><head><meta charset='utf-8'>
+<title>viper | hard_val</title>
+<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>
+</head><body>
+<h2>viper | hard_val</h2>
+<p>Files: 20 (click to open full image)</p>
+<div class='grid'>
+<div class='item'>
+<a href='01_img11.png' target='_blank'><img src='01_img11.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>01_img11.png</div>
+</div>
+<div class='item'>
+<a href='02_img21.png' target='_blank'><img src='02_img21.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>02_img21.png</div>
+</div>
+<div class='item'>
+<a href='03_img25.png' target='_blank'><img src='03_img25.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>03_img25.png</div>
+</div>
+<div class='item'>
+<a href='04_img22.png' target='_blank'><img src='04_img22.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>04_img22.png</div>
+</div>
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+<div style='font-size:12px;color:#555'>05_img24.png</div>
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+<div style='font-size:12px;color:#555'>06_img6.png</div>
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+<div style='font-size:12px;color:#555'>07_img23.png</div>
+</div>
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+<div style='font-size:12px;color:#555'>08_img14.png</div>
+</div>
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+<div style='font-size:12px;color:#555'>09_img17.png</div>
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+<div style='font-size:12px;color:#555'>10_img10.png</div>
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+<div style='font-size:12px;color:#555'>15_img2.png</div>
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+<a href='16_img7.png' target='_blank'><img src='16_img7.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>16_img7.png</div>
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+<div style='font-size:12px;color:#555'>17_img13.png</div>
+</div>
+<div class='item'>
+<a href='18_img20.png' target='_blank'><img src='18_img20.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>18_img20.png</div>
+</div>
+<div class='item'>
+<a href='19_img15.png' target='_blank'><img src='19_img15.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>19_img15.png</div>
+</div>
+<div class='item'>
+<a href='20_img16.png' target='_blank'><img src='20_img16.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>20_img16.png</div>
+</div>
+</div>
+</body></html>

reports/gallery/medium_val/01_img11.png ADDED Viewed

Git LFS Details

SHA256: 5eaa1ec0c1c0b0ac4be82765ac0386659f18b615cfa935867e961f3e9327ced1
Pointer size: 132 Bytes
Size of remote file: 1.69 MB

reports/gallery/medium_val/02_img21.png ADDED Viewed

Git LFS Details

SHA256: c97d72e00ed4e5e09ff2269206e765fe1cde338864f612d6fbdc0864bfe16e4b
Pointer size: 132 Bytes
Size of remote file: 2.07 MB

reports/gallery/medium_val/03_img25.png ADDED Viewed

Git LFS Details

SHA256: cb3df8dfceadd2e246d54c5f1f60b7a608cb97eaac182e9dae0e159b238a97ed
Pointer size: 132 Bytes
Size of remote file: 1.41 MB

reports/gallery/medium_val/04_img22.png ADDED Viewed

Git LFS Details

SHA256: 56a01a8f2993c08cc88822bb14de272db53bd989c8b3340507b52846364554a2
Pointer size: 132 Bytes
Size of remote file: 2.12 MB

reports/gallery/medium_val/05_img24.png ADDED Viewed

Git LFS Details

SHA256: 82477e50534f660e01f8fd7f5b8c2c9d2e74cc65c5d333b87bd384e3ae18636b
Pointer size: 132 Bytes
Size of remote file: 1.39 MB

reports/gallery/medium_val/06_img6.png ADDED Viewed

Git LFS Details

SHA256: cb4343f748a1f3e3c6d6a5ca15adda13ca9419f5c58306ceaaa79bdbc32fb4a8
Pointer size: 132 Bytes
Size of remote file: 2.32 MB

reports/gallery/medium_val/07_img23.png ADDED Viewed

Git LFS Details

SHA256: 66cf215fad64018476884a25bee52ff3f36297d47a86b8580c20e58fb9387e00
Pointer size: 132 Bytes
Size of remote file: 1.14 MB

reports/gallery/medium_val/08_img14.png ADDED Viewed

Git LFS Details

SHA256: 91cf55952be400288459b0e34b8d5dd22092c62fd7656bd59d2666369f29097b
Pointer size: 132 Bytes
Size of remote file: 1.75 MB

reports/gallery/medium_val/09_img17.png ADDED Viewed

Git LFS Details

SHA256: ef873263d877a715e9cf1172da6b402e286a11cda36865ce1074a7dee99f9177
Pointer size: 132 Bytes
Size of remote file: 1.73 MB

reports/gallery/medium_val/10_img10.png ADDED Viewed

Git LFS Details

SHA256: 6b354196c2661c169c890c02d6ff064e2b6af8a5acc28a88e535403b767c28f5
Pointer size: 132 Bytes
Size of remote file: 1.69 MB

reports/gallery/medium_val/11_img12.png ADDED Viewed

Git LFS Details

SHA256: 7449ae4ee71bc2041191f3e392416ab0b5a0d3847332dc16e91393ae588826a2
Pointer size: 132 Bytes
Size of remote file: 1.39 MB

reports/gallery/medium_val/12_img18.png ADDED Viewed

Git LFS Details

SHA256: c456ca15d2b404a2003168db8fbd0e6e3ae8e187dfd004256b050d95dffba485
Pointer size: 132 Bytes
Size of remote file: 1.41 MB

reports/gallery/medium_val/13_img1.png ADDED Viewed

Git LFS Details

SHA256: 1a6e655ef94bf2749f27ab30a0375c3fe8bb25948ec7c2f04c86d1832db4bb83
Pointer size: 132 Bytes
Size of remote file: 1.14 MB

reports/gallery/medium_val/14_img8.png ADDED Viewed

Git LFS Details

SHA256: 431d34bfbfb661e343c2f95c56b12f2ba9fd3d7f9396af47bbd5967b258f92e0
Pointer size: 132 Bytes
Size of remote file: 1.55 MB

reports/gallery/medium_val/15_img2.png ADDED Viewed

Git LFS Details

SHA256: 13d59b4f1409263ec5e4d491d4367872c7ced01d0ae5075f89cc9f4400a9d03c
Pointer size: 132 Bytes
Size of remote file: 1.35 MB

reports/gallery/medium_val/16_img7.png ADDED Viewed

Git LFS Details

SHA256: ce194e4927ce58e4f5c73fc7da0c3b1ebe9cf3621c2076d67d947c69189a40ac
Pointer size: 132 Bytes
Size of remote file: 2.07 MB

reports/gallery/medium_val/17_img13.png ADDED Viewed

Git LFS Details

SHA256: 493dd8a04a90ba845d0906d2a62d014825b86e1fc90ef56b541f19b6f775e8f3
Pointer size: 132 Bytes
Size of remote file: 1.57 MB

reports/gallery/medium_val/18_img20.png ADDED Viewed

Git LFS Details

SHA256: 6bcf07e4c6ab78fff62f67c2f214500a506c6dda3b6b8ea0f447a056de9425db
Pointer size: 132 Bytes
Size of remote file: 1.92 MB

reports/gallery/medium_val/19_img15.png ADDED Viewed

Git LFS Details

SHA256: a3bd4eb3910462959008dc3d84b264113e10e7a70171798952db27afba126c95
Pointer size: 132 Bytes
Size of remote file: 1.58 MB

reports/gallery/medium_val/20_img16.png ADDED Viewed

Git LFS Details

SHA256: 96ea2a630904fa409f723a19eca097d50789ad0fe9d1c6b6811ccb1012e15fbf
Pointer size: 132 Bytes
Size of remote file: 1.72 MB

reports/gallery/medium_val/index.html ADDED Viewed

	@@ -0,0 +1,90 @@

+<!doctype html>
+<html><head><meta charset='utf-8'>
+<title>viper | medium_val</title>
+<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>
+</head><body>
+<h2>viper | medium_val</h2>
+<p>Files: 20 (click to open full image)</p>
+<div class='grid'>
+<div class='item'>
+<a href='01_img11.png' target='_blank'><img src='01_img11.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>01_img11.png</div>
+</div>
+<div class='item'>
+<a href='02_img21.png' target='_blank'><img src='02_img21.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>02_img21.png</div>
+</div>
+<div class='item'>
+<a href='03_img25.png' target='_blank'><img src='03_img25.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>03_img25.png</div>
+</div>
+<div class='item'>
+<a href='04_img22.png' target='_blank'><img src='04_img22.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>04_img22.png</div>
+</div>
+<div class='item'>
+<a href='05_img24.png' target='_blank'><img src='05_img24.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>05_img24.png</div>
+</div>
+<div class='item'>
+<a href='06_img6.png' target='_blank'><img src='06_img6.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>06_img6.png</div>
+</div>
+<div class='item'>
+<a href='07_img23.png' target='_blank'><img src='07_img23.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>07_img23.png</div>
+</div>
+<div class='item'>
+<a href='08_img14.png' target='_blank'><img src='08_img14.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>08_img14.png</div>
+</div>
+<div class='item'>
+<a href='09_img17.png' target='_blank'><img src='09_img17.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>09_img17.png</div>
+</div>
+<div class='item'>
+<a href='10_img10.png' target='_blank'><img src='10_img10.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>10_img10.png</div>
+</div>
+<div class='item'>
+<a href='11_img12.png' target='_blank'><img src='11_img12.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>11_img12.png</div>
+</div>
+<div class='item'>
+<a href='12_img18.png' target='_blank'><img src='12_img18.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>12_img18.png</div>
+</div>
+<div class='item'>
+<a href='13_img1.png' target='_blank'><img src='13_img1.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>13_img1.png</div>
+</div>
+<div class='item'>
+<a href='14_img8.png' target='_blank'><img src='14_img8.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>14_img8.png</div>
+</div>
+<div class='item'>
+<a href='15_img2.png' target='_blank'><img src='15_img2.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>15_img2.png</div>
+</div>
+<div class='item'>
+<a href='16_img7.png' target='_blank'><img src='16_img7.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>16_img7.png</div>
+</div>
+<div class='item'>
+<a href='17_img13.png' target='_blank'><img src='17_img13.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>17_img13.png</div>
+</div>
+<div class='item'>
+<a href='18_img20.png' target='_blank'><img src='18_img20.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>18_img20.png</div>
+</div>
+<div class='item'>
+<a href='19_img15.png' target='_blank'><img src='19_img15.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>19_img15.png</div>
+</div>
+<div class='item'>
+<a href='20_img16.png' target='_blank'><img src='20_img16.png' loading='lazy'></a>
+<div style='font-size:12px;color:#555'>20_img16.png</div>
+</div>
+</div>
+</body></html>