Intrinsic Self-Supervision for Data Quality Audits
–Neural Information Processing Systems
Benchmark datasets in computer vision often contain off-topic images, near duplicates, and label errors, leading to inaccurate estimates of model performance.
Neural Information Processing Systems
Oct-10-2025, 12:33:48 GMT
- Country:
- Asia > North Korea
- Hwanghae-namdo > Haeju (0.04)
- Europe
- Netherlands (0.04)
- Spain > Andalusia
- Granada Province > Granada (0.04)
- Switzerland > Basel-City
- Basel (0.04)
- North America > United States
- Alaska (0.04)
- California
- Los Angeles County > Long Beach (0.04)
- San Francisco County > San Francisco (0.14)
- Louisiana > Orleans Parish
- New Orleans (0.04)
- Asia > North Korea
- Genre:
- Research Report
- Experimental Study (1.00)
- New Finding (0.67)
- Research Report
- Industry:
- Health & Medicine
- Diagnostic Medicine > Imaging (1.00)
- Nuclear Medicine (0.67)
- Therapeutic Area > Dermatology (1.00)
- Information Technology (0.67)
- Health & Medicine
- Technology:
- Information Technology
- Artificial Intelligence
- Machine Learning
- Neural Networks > Deep Learning (1.00)
- Performance Analysis > Accuracy (0.67)
- Statistical Learning (1.00)
- Natural Language (0.93)
- Representation & Reasoning (1.00)
- Vision (1.00)
- Machine Learning
- Data Science
- Data Mining (1.00)
- Data Quality > Data Cleaning (0.68)
- Information Management (1.00)
- Sensing and Signal Processing > Image Processing (1.00)
- Artificial Intelligence
- Information Technology