Few-shot Image Classification on MiniImageNet 5-way 10-shot (test)

73.69Accuracy (0% noise)Spatial median prototypes

Evaluation results

Method
Spatial median prototypes2022.04	73.69	72.5	70.78	68.47	65.26	61.07	55.46	47.92
Vanilla ProtoNet2022.04	73.67	72.27	70.55	68.08	64.93	60.66	55.28	47.94
Vanilla ProtoNet2022.04	73.65	71.8	69.19	65.28	59.52	51.42	41.43	32.29
Similarity weighted prototypes2022.04	73.65	71.83	69.08	65.25	59.58	51.26	41.36	32.1
Similarity weighted prototypes2022.04	73.64	72.3	70.53	68.13	65.07	60.73	55.16	48.13
Similarity weighted prototypes2022.04	73.64	71.96	69.36	65.68	59.95	51.58	41.3	32.18
Similarity weighted prototypes2022.04	73.63	72.28	70.47	68.1	64.79	60.6	55.02	48.03
Oracle2022.04	73.62	72.78	71.78	70.82	69.27	64.7	60.59	53.88
Similarity weighted prototypes2022.04	73.62	72.39	70.59	68.28	65.21	60.94	55.37	48.04
Oracle2022.04	73.62	72.78	71.78	70.82	69.27	64.7	60.59	53.88
Similarity weighted prototypes2022.04	73.62	71.94	69.44	65.65	59.91	51.49	41.14	32.13
Similarity weighted prototypes2022.04	73.6	71.85	69.26	65.46	59.64	51.5	41.23	32.18
Similarity weighted prototypes2022.04	73.58	72.36	70.7	68.4	65.33	61.08	55.15	47.79
Similarity weighted prototypes2022.04	73.57	72.25	70.44	67.97	64.77	60.61	55.14	47.94
Similarity weighted prototypes2022.04	73.57	71.98	69.5	65.78	60.02	51.59	40.96	31.98
Similarity weighted prototypes2022.04	73.57	71.78	69.13	65.36	59.62	51.56	41.44	32.24
Similarity weighted prototypes2022.04	73.56	72.44	70.82	68.6	65.48	61.33	55.62	48.19
Similarity weighted prototypes2022.04	73.55	72.4	70.61	68.37	65.26	61	55.34	47.97
Similarity weighted prototypes2022.04	73.55	71.73	69.06	65.19	59.42	51.38	41.31	32.19
Spatial median prototypes2022.04	73.54	71.9	69.3	65.59	59.88	51.42	41.13	31.99
Similarity weighted prototypes2022.04	73.49	71.88	69.42	65.52	59.54	50.65	40.04	31.34
RNNP2022.04	73.47	71.8	69.37	65.88	60.51	52.25	41.74	32.47
Similarity weighted prototypes2022.04	73.46	72.19	70.33	67.97	64.8	60.59	55.09	47.88
RNNP2022.04	73.35	71.92	70.16	67.97	64.9	60.81	55.34	48.07
Similarity weighted prototypes2022.04	73.26	72.14	70.65	68.57	65.53	61.29	55.45	47.89
Similarity weighted prototypes2022.04	73.19	72.03	70.48	68.21	65	60.5	54.51	46.58
TraNFS2022.04	73.17	72.14	70.71	68.48	64.59	57.45	45.8	35.12
Similarity weighted prototypes2022.04	73.11	71.6	69.28	65.57	59.59	50.45	39.73	30.88
Similarity weighted prototypes2022.04	73.1	71.66	69.13	65.15	58.63	49.02	38.4	30.05
TraNFS-32022.04	72.91	72.12	70.92	69.47	67.14	63.6	58.68	50.66
TraNFS2022.04	72.8	71.86	70.54	68.25	64.29	57.04	45.84	35.09
TraNFS-22022.04	72.43	71.54	70.24	68.56	65.93	62.21	56.98	49.41
Linear Classifier2022.04	72.08	68.56	64.17	58.9	52.68	45.43	37.2	29.18
Linear Classifier2022.04	71.9	69.62	66.94	63.7	59.86	55.31	49.84	43.42
Similarity weighted prototypes2022.04	71.12	69.58	66.77	62.27	54.91	45.13	35.05	28.2
Similarity weighted prototypes2022.04	71.1	69.96	68.48	66.29	63.36	58.83	52.58	44.8
MAML2022.04	64.5	64.43	58.82	51.3	51.37	51.36	42.05	30.89
MAML2022.04	64.37	64.42	55.27	44.17	44.1	44.01	32.03	20.04
Matching Networks2022.04	62.68	61.37	59.58	57.52	54.58	51.12	46.48	40.68
Matching Networks2022.04	62.63	60.81	58.21	54.79	50.05	43.47	35.9	28.7
Nearest Neighbor2022.04	55.03	53.08	50.29	46.5	41.97	36.51	30.75	25.26
Nearest Neighbor2022.04	54.81	53.31	51.46	49.18	46.35	43.13	39.32	35.05
Nearest Neighbor2022.04	53.79	50.84	47.24	43.21	38.58	33.72	29	24.24
Nearest Neighbor2022.04	53.55	51.49	49.16	46.3	43.69	40.63	37.07	33.15
Nearest Neighbor2022.04	53.14	50.61	48.25	45.62	42.91	39.99	37.06	33.66
Nearest Neighbor2022.04	53.02	49.04	45.02	40.87	37.28	33.13	29.07	24.64