> ML_DATASET // PASCAL-VOC-2012_v1.0
PASCAL VOC 2012 (Visual Object Classes)
University of Oxford / Microsoft Research (Everingham et al.) · Computer Vision · 11,530 images containing 27,450 annotated objects across 20 classes
Computer VisionCustom Research Open License11,530 images containing 27,450 annotated objects across 20 classesopen
Dataset Profile & Characteristics
Label Type:Bounding boxes and pixel-level semantic segmentation masks
Languages:en
License Tier:research-only
Modalities:image
Intended Use
- Classic benchmark for semantic segmentation and object detection algorithms
Prohibited / Discouraged Use
- Modern industrial autonomous vehicle perception
Bias, Leakage & Privacy Risk Analysis
Privacy / Sensitive Data Risks:
Web images containing people in everyday activities.
Known Bias:
20 canonical object categories; European photographic distribution.
Known Benchmark Leakage:
Test set ground truth withheld by evaluation server to prevent test leakage.