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5-way 5-shot Classification on TieredImageNet (Outlier Noise Robustness)

71.42Accuracy (0% Noise)

Oracle

Updated 1mo ago

Evaluation Results

Method	Links
Oracle 2022.04		71.42	69.19	66.14	60.39
Vanilla ProtoNet 2022.04		71.42	67.58	60.97	50.29
Baseline++ 2022.04		71.29	67.07	60.64	50.07
RNNP 2022.04		71.28	67.29	60.83	50.09
Spatial median prototypes (Median) 2022.04		71.28	67.79	61.63	50.63
Similarity weighted prototypes (Euclidean) 2022.04		71.28	67.89	61.61	50.49
Similarity weighted prototypes (Absolute) 2022.04		71.17	68	61.98	50.59
TraNFS-3 2022.04		71.13	67.93	62.39	51.82
TraNFS-2 2022.04		70.83	67.52	61.76	51.4
Similarity weighted prototypes (Cosine) 2022.04		70.79	67.94	62.37	51.12
Linear Classifier 2022.04		69.6	64.58	57.57	47.9
Matching Networks 2022.04		64.99	60.74	54.28	44.93
MAML 2022.04		63.9	58.14	51.89	42.01
Nearest k = 5 2022.04		59.25	55.3	49.34	40.56
Nearest k = 1 2022.04		58.89	54.57	49.45	43.2
Nearest k = 3 2022.04		58.38	53.98	48.06	40.11