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A higher ATPF value implies a more effective identification of error-inducing samples within the same labeling budget.
The proposed ZSNC takes the first place for five among seven experiments.
The comparison between NBC and ZSNC shows that employing class-specific threshold for each neuron can lead the meaningful performance enhancement based on the more detailed patterns from the training set. A comparison of FD+ with ZSNC reveals the superiority of single staged TCP and z-score-based intervals over the sampling of exact percentile samples |