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AI Perspectives & Advances

Table 2 Extention of the corner case systematization

From: Corner cases in machine learning processes

 

Method Layer

Input Level

Model Level

Deployment Level

Sensor Independent

Database Issue: bad labels or underrepresented classes

Model Issue: bad calibration or high epistemic uncertainty

Environment Issue: concept shift due to misspecification between train and real data

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