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Found 3 papers, 1 papers with code
SCOD: From Heuristics to Theory
Third, we introduce POSCOD, a simple method for learning a plugin estimate of the optimal SCOD strategy from both an ID data sample and an unlabeled mixture of ID and OOD data.
Reject option models comprising out-of-distribution detection
The optimal prediction strategy for out-of-distribution (OOD) setups is a fundamental question in machine learning.
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark
Comparing different age estimation methods poses a challenge due to the unreliability of published results stemming from inconsistencies in the benchmarking process.
Ranked #1 on
Age Estimation
on ChaLearn 2016
(MAE metric, using extra
training data)
