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Activity Recognition on Breakfast Actions

42.9PrecisionHCF + Pattern Theory + ConceptNet
13.7821.3428.936.46Nov 12, 2018

Evaluation results

MethodLinks
HCF + Pattern Theory + ConceptNetFeatures=Handcrafted Features (HCF), Knowledge Graph=ConceptNet2018.1142.9
HCF + Pattern TheoryFeatures=Handcrafted Features (HCF)2018.1138.6
VGG16 + LSTM + Predictive Features (AL)Backbone=VGG16, Pre-training=Self-supervised (Predictive Features), Adaptive Learning=true2018.1137.87
RNN + ECTC (Cosine)Similarity Measure=Cosine2018.1136.7
RNN + ECTC2018.1135.6
VGG16 + LSTMBackbone=VGG16, Pre-training=None (Cross-entropy only)2018.1133.54
HCF + CFG + HMMFeatures=Handcrafted Features (HCF), Model Components=CFG + HMM2018.1131.8
HCF + HMMFeatures=Handcrafted Features (HCF)2018.1114.9