diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..bed0738c7eeb449bca98b5d2f33c89a1ee56349a --- /dev/null +++ b/.gitattributes @@ -0,0 +1,60 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.avro filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.lz4 filter=lfs diff=lfs merge=lfs -text +*.mds filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +# Audio files - uncompressed +*.pcm filter=lfs diff=lfs merge=lfs -text +*.sam filter=lfs diff=lfs merge=lfs -text +*.raw filter=lfs diff=lfs merge=lfs -text +# Audio files - compressed +*.aac filter=lfs diff=lfs merge=lfs -text +*.flac filter=lfs diff=lfs merge=lfs -text +*.mp3 filter=lfs diff=lfs merge=lfs -text +*.ogg filter=lfs diff=lfs merge=lfs -text +*.wav filter=lfs diff=lfs merge=lfs -text +# Image files - uncompressed +*.bmp filter=lfs diff=lfs merge=lfs -text +*.gif filter=lfs diff=lfs merge=lfs -text +*.png filter=lfs diff=lfs merge=lfs -text +*.tiff filter=lfs diff=lfs merge=lfs -text +# Image files - compressed +*.jpg filter=lfs diff=lfs merge=lfs -text +*.jpeg filter=lfs diff=lfs merge=lfs -text +*.webp filter=lfs diff=lfs merge=lfs -text +# Video files - compressed +*.mp4 filter=lfs diff=lfs merge=lfs -text +*.webm filter=lfs diff=lfs merge=lfs -text diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..0011b355bda0a0ace936a44f5da2e6a466f3caa3 --- /dev/null +++ b/LICENSE @@ -0,0 +1,31 @@ +LICENSING OF THIS DATASET IS SPLIT. Read both halves. + +1. THE ANNOTATIONS -- Creative Commons Attribution 4.0 International (CC BY 4.0) + + Everything in data/metadata.jsonl that is original work: the established + payloads and payload byte strings, the corner quads, finder-pattern centres, + QR versions, pixels-per-module figures, provenance fields, and the per-image + reference-decoder results. Also this README and LICENSE. + + You may share and adapt these with attribution. + Full text: https://creativecommons.org/licenses/by/4.0/ + +2. THE IMAGES -- NOT LICENSED BY THE PUBLISHER OF THIS DATASET + + The 104 JPEG files are not uniformly owned by the publisher and no licence is + or can be granted over them here. They were collected from public web sources + as examples of QR codes that fail to decode -- including artistic and + generated QR codes whose individual authorship is not documented -- and are + made available for research and benchmarking purposes. + + No claim of ownership is made. If you own one of these images and want it + removed, open a discussion on the dataset repository and it will be taken + down. + + If your use is not research or benchmarking, clear the images yourself. + +3. PAYLOAD CONTENTS + + Decoded payloads are reproduced verbatim, including live third-party URLs, + because a benchmark with rewritten payloads cannot verify a decoder. No URL + here is endorsed, checked, or maintained by the publisher. diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..d90c48452084bdab2d718e7fd39531ad69b79281 --- /dev/null +++ b/README.md @@ -0,0 +1,138 @@ +--- +license: other +license_name: mixed-annotations-cc-by-4.0 +license_link: LICENSE +pretty_name: Broken QR Codes (104) — a hard real-world QR benchmark +task_categories: +- image-to-text +- object-detection +tags: +- qr-code +- barcode +- benchmark +- document-understanding +- computer-vision +- robustness +size_categories: +- n<1K +configs: +- config_name: default + data_files: + - split: test + path: data/** +--- + +# Broken QR Codes (104) + +**104 real QR code images that ordinary decoders fail on**, with byte-level ground +truth where a public reference decoder could establish it, geometric annotations, and +per-image results for four reference decoders. + +This is a **test set, not a training set**. Every image here was collected *because* +something failed on it, so the distribution is deliberately adversarial rather than +representative. + +## Why this is hard + +**78 of the 104 images are read by none of the four reference decoders**: Apple +Vision, Apple CIDetector, and WeChat's CNN and classical detectors. The best of them, +Apple Vision, reads 21. + +The failure modes are the interesting part: artistic QR codes where the module grid is +deliberately obscured by generated imagery, physical damage, extreme perspective, low +contrast, motion blur, partial occlusion, screen glare, and resolutions from 0.05 to 16 +megapixels. + +## What's in each row + +| field | notes | +|---|---| +| `image` | the picture itself | +| `file_name`, `image_id`, `width`, `height` | | +| `has_payload`, `payload`, `payload_bytes_hex` | **26 of 104** have a payload: the images at least one reference decoder reads | +| `qr_version` | QR version, on **19** images | +| `quad` | the symbol's four corners in pixels, on **22** images | +| `finder_centers` | the three finder-pattern centres, on **19** images | +| `u_px_per_module` | pixels per module, on **19** images | +| `quad_source` | the reference decoder whose reading gave the geometry | +| `solved_by_*` | four booleans, one per reference decoder | +| `n_decoders_solving` | 0–4 | + +### Only 26 images can be checked + +A payload is given only where a reference decoder reads the code, so **26 is the +ceiling for scoring**. A decoder that reads one of the other 78 images cannot be +credited from this dataset, because nothing here says what the right content is. +Report the denominator you used. + +`payload` and `payload_bytes_hex` are not equally populated: 26 rows carry a payload +string and 20 carry the raw bytes. Where both exist they agree; where only the string +exists, binary payloads may not round-trip through UTF-8, so **compare bytes when you +have them**. + +## Reference decoder results + +Measured on one machine (Apple M2, macOS 14.3.1), decode call only, image already +resident in memory. + +| decoder | solves / 104 | false | p50 µs | +|---|---:|---:|---:| +| Apple Vision | 21 | 0 | 11,195 | +| Apple CIDetector | 18 | 0 | 7,168 | +| WeChat (CNN) | 14 | 0 | — | +| WeChat (classical) | 13 | 0 | — | + +Apple returns a string plus a raw codeword stream and is scored on both surfaces; +WeChat is string-only. + +## Usage + +```python +from datasets import load_dataset + +ds = load_dataset("devmandan/broken-qr-codes-104", split="test") + +# the checkable subset: the only fair denominator +checkable = ds.filter(lambda r: r["has_payload"]) # 26 + +# the images every reference decoder failed +unsolved = ds.filter(lambda r: r["n_decoders_solving"] == 0) # 78 + +# geometry-supervised subset +geo = ds.filter(lambda r: r["quad"] is not None) # 22 +``` + +## Provenance, licensing, and takedown + +**Please read this before redistributing.** + +The **annotations** in this dataset — payloads, quads, finder centres, versions, +module scales, decoder results — are original work and are offered under +**CC BY 4.0**. + +The **images** are a different matter and are not uniformly owned by the +publisher of this dataset. They were collected from public web sources as +examples of QR codes that fail to decode, including artistic/generated QR codes +whose individual authorship is not documented. They are published here for +**research and benchmarking**, which is the purpose for which they were +gathered. No claim of ownership is made over them. + +If you own an image in this set and want it removed, open a discussion on this +repository and it will be taken down. + +**Payload contents are real.** Several decoded payloads are live third-party URLs +that were encoded in the original codes, some carrying opaque identifiers. They +are reproduced verbatim because a QR benchmark whose payloads have been rewritten +cannot be used to check a decoder. Do not treat any URL here as endorsed, safe, or +maintained, and be careful about resolving them automatically. + +## Citation + +```bibtex +@misc{broken_qr_codes_104, + title = {Broken QR Codes (104): a hard real-world QR decoding benchmark}, + author = {Legut, Daniel}, + year = {2026}, + url = {https://huggingface.co/datasets/devmandan/broken-qr-codes-104} +} +``` diff --git a/data/0.jpg b/data/0.jpg new file mode 100644 index 0000000000000000000000000000000000000000..9a2eda9ed5272fe9819045cd6fdb04c5a2eae7c7 --- /dev/null +++ b/data/0.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3dfa858dd5ed833216127b7b58c1e82472839612804eae8ec040a6cbd28d3679 +size 2560485 diff --git a/data/1.jpg b/data/1.jpg new file mode 100644 index 0000000000000000000000000000000000000000..375bca5dff9f32eb987978a3c954bbccac340e25 --- /dev/null +++ b/data/1.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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