Early Classification
14 papers with code • 1 benchmarks • 1 datasets
Libraries
Use these libraries to find Early Classification models and implementations
ECG200
Most implemented papers
Toward Asymptotic Optimality: Sequential Unsupervised Regression of Density Ratio for Early Classification
akinori-f-ebihara/llr_saturation_problem
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Theoretically-inspired sequential density ratio estimation (SDRE) algorithms are proposed for the early classification of time series.
Dynamic Perceiver for Efficient Visual Recognition
leaplabthu/dynamic_perceiver
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ICCV 2023
Early exits are placed exclusively within the classification branch, thus eliminating the need for linear separability in low-level features.
Multivariate Time Series Early Classification Across Channel and Time Dimensions
lpphd/CHARLEE
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Nowadays, the deployment of deep learning models on edge devices for addressing real-world classification problems is becoming more prevalent.
AutoML4ETC: Automated Neural Architecture Search for Real-World Encrypted Traffic Classification
However, in production use, it has been shown that a DL classifier's performance inevitably decays over time.
