Add dataset card and CSV splits

.gitattributes

@@ -49,6 +49,8 @@ saved_model/**/* 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
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg 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

README.md

@@ -1,3 +1,95 @@
----
-license: ecl-2.0
----
+# Harmful-Contents Dataset
+
+A multi-label image dataset for harmful-content classification across eight PEGI-aligned categories.  
+The dataset consists of 5,153 rights-cleared images, split into train/validation/test sets and annotated with both binary labels and mask fields for controlled negative sampling.
+
+---
+
+## Dataset Structure
+
+```
+Harmful-Contents/
+  csv/
+    train.csv
+    val.csv
+    test.csv
+  data/
+    train/*.jpg
+    val/*.jpg
+    test/*.jpg
+```
+
+Each CSV contains:
+
+```
+name,
+alcohol,drugs,weapons,gambling,nudity,sexy,smoking,violence,
+mask_alcohol,mask_drugs,mask_weapons,mask_gambling,
+mask_nudity,mask_sexy,mask_smoking,mask_violence
+```
+
+Images are stored in `data/{train,val,test}/` and referenced by name.
+
+---
+
+## Categories
+
+| Category | Unsafe Examples | Safe Examples |
+|---------|-----------------|---------------|
+| **alcohol** | Alcohol bottles/glasses, alcohol brand logos | Empty glasses, non-alcoholic drinks |
+| **drugs** | Cannabis, cocaine, pills, paraphernalia | OTC medication, neutral plants |
+| **weapons** | Firearms, combat/attack knives, explosives | Kitchen knives, fruit knives, toy props |
+| **gambling** | Casinos, slot machines, gambling chips/coins | Money, clovers, normal playing cards |
+| **nudity** | Nudity, explicit sexual acts, pornography | Non-explicit partially clothed persons |
+| **sexy** | Lingerie/underwear, sexualized posing | Sportswear, non-sexual clothing |
+| **smoking** | Cigarettes, cigars, active smoking | Cigarette-like objects, steam/steam unrelated to smoking |
+| **violence** | Blood, fighting, visible injury, aggression | Red liquids, non-violent crowds, hugging |
+
+---
+
+## Base Source (SIMAS)
+
+The dataset is built using the **SIMAS** collection (*Spam Images for Malicious Annotation Set*) as the primary seed:  
+https://zenodo.org/records/15423637
+
+Additional rights-cleared images were added to improve class balance, yielding the final 5,153-image dataset described in the associated thesis.
+
+---
+
+## Loading With Hugging Face `datasets`
+
+```python
+from datasets import load_dataset, Image
+
+data_files = {
+    "train": "csv/train.csv",
+    "validation": "csv/val.csv",
+    "test": "csv/test.csv",
+}
+
+ds = load_dataset("csv", data_files=data_files)
+
+def add_path(example, split):
+    return {"image_path": f"data/{split}/{example['name']}"}
+
+for split in ["train", "validation", "test"]:
+    ds[split] = ds[split].map(lambda x, idx, s=split: add_path(x, s), with_indices=True)
+    ds[split] = ds[split].cast_column("image_path", Image())
+```
+
+---
+
+## License
+
+Images are rights-cleared for **research and non-commercial use**.  
+Commercial usage requires independent rights verification.
+
+---
+
+## Citation
+
+If you use this dataset, please cite:
+
+**Ulusoy, O.**  
+*Evaluating and Fine-Tuning Vision Models for Keyword-Driven Content Filtering.*  
+Bachelor Thesis, Flensburg University of Applied Sciences, 2025.

csv/test.csv

@@ -0,0 +1,774 @@
+name,alcohol,drugs,weapons,gambling,nudity,sexy,smoking,violence,mask_alcohol,mask_drugs,mask_weapons,mask_gambling,mask_nudity,mask_sexy,mask_smoking,mask_violence
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