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

73.69Accuracy (0% noise)

Spatial median prototypes

Updated 4d ago

Evaluation Results

Method
Spatial median prototypes 2022.04	73.69	72.5	70.78	68.47	65.26	61.07	55.46	47.92
Vanilla ProtoNet 2022.04	73.67	72.27	70.55	68.08	64.93	60.66	55.28	47.94
Vanilla ProtoNet 2022.04	73.65	71.8	69.19	65.28	59.52	51.42	41.43	32.29
Similarity weighted prototypes 2022.04	73.65	71.83	69.08	65.25	59.58	51.26	41.36	32.1
Similarity weighted prototypes 2022.04	73.64	72.3	70.53	68.13	65.07	60.73	55.16	48.13
Similarity weighted prototypes 2022.04	73.64	71.96	69.36	65.68	59.95	51.58	41.3	32.18
Similarity weighted prototypes 2022.04	73.63	72.28	70.47	68.1	64.79	60.6	55.02	48.03
Oracle 2022.04	73.62	72.78	71.78	70.82	69.27	64.7	60.59	53.88
Similarity weighted prototypes 2022.04	73.62	72.39	70.59	68.28	65.21	60.94	55.37	48.04
Oracle 2022.04	73.62	72.78	71.78	70.82	69.27	64.7	60.59	53.88
Similarity weighted prototypes 2022.04	73.62	71.94	69.44	65.65	59.91	51.49	41.14	32.13
Similarity weighted prototypes 2022.04	73.6	71.85	69.26	65.46	59.64	51.5	41.23	32.18
Similarity weighted prototypes 2022.04	73.58	72.36	70.7	68.4	65.33	61.08	55.15	47.79
Similarity weighted prototypes 2022.04	73.57	72.25	70.44	67.97	64.77	60.61	55.14	47.94
Similarity weighted prototypes 2022.04	73.57	71.98	69.5	65.78	60.02	51.59	40.96	31.98
Similarity weighted prototypes 2022.04	73.57	71.78	69.13	65.36	59.62	51.56	41.44	32.24
Similarity weighted prototypes 2022.04	73.56	72.44	70.82	68.6	65.48	61.33	55.62	48.19
Similarity weighted prototypes 2022.04	73.55	72.4	70.61	68.37	65.26	61	55.34	47.97
Similarity weighted prototypes 2022.04	73.55	71.73	69.06	65.19	59.42	51.38	41.31	32.19
Spatial median prototypes 2022.04	73.54	71.9	69.3	65.59	59.88	51.42	41.13	31.99
Similarity weighted prototypes 2022.04	73.49	71.88	69.42	65.52	59.54	50.65	40.04	31.34
RNNP 2022.04	73.47	71.8	69.37	65.88	60.51	52.25	41.74	32.47
Similarity weighted prototypes 2022.04	73.46	72.19	70.33	67.97	64.8	60.59	55.09	47.88
RNNP 2022.04	73.35	71.92	70.16	67.97	64.9	60.81	55.34	48.07
Similarity weighted prototypes 2022.04	73.26	72.14	70.65	68.57	65.53	61.29	55.45	47.89
Similarity weighted prototypes 2022.04	73.19	72.03	70.48	68.21	65	60.5	54.51	46.58
TraNFS 2022.04	73.17	72.14	70.71	68.48	64.59	57.45	45.8	35.12
Similarity weighted prototypes 2022.04	73.11	71.6	69.28	65.57	59.59	50.45	39.73	30.88
Similarity weighted prototypes 2022.04	73.1	71.66	69.13	65.15	58.63	49.02	38.4	30.05
TraNFS-3 2022.04	72.91	72.12	70.92	69.47	67.14	63.6	58.68	50.66
TraNFS 2022.04	72.8	71.86	70.54	68.25	64.29	57.04	45.84	35.09
TraNFS-2 2022.04	72.43	71.54	70.24	68.56	65.93	62.21	56.98	49.41
Linear Classifier 2022.04	72.08	68.56	64.17	58.9	52.68	45.43	37.2	29.18
Linear Classifier 2022.04	71.9	69.62	66.94	63.7	59.86	55.31	49.84	43.42
Similarity weighted prototypes 2022.04	71.12	69.58	66.77	62.27	54.91	45.13	35.05	28.2
Similarity weighted prototypes 2022.04	71.1	69.96	68.48	66.29	63.36	58.83	52.58	44.8
MAML 2022.04	64.5	64.43	58.82	51.3	51.37	51.36	42.05	30.89
MAML 2022.04	64.37	64.42	55.27	44.17	44.1	44.01	32.03	20.04
Matching Networks 2022.04	62.68	61.37	59.58	57.52	54.58	51.12	46.48	40.68
Matching Networks 2022.04	62.63	60.81	58.21	54.79	50.05	43.47	35.9	28.7
Nearest Neighbor 2022.04	55.03	53.08	50.29	46.5	41.97	36.51	30.75	25.26
Nearest Neighbor 2022.04	54.81	53.31	51.46	49.18	46.35	43.13	39.32	35.05
Nearest Neighbor 2022.04	53.79	50.84	47.24	43.21	38.58	33.72	29	24.24
Nearest Neighbor 2022.04	53.55	51.49	49.16	46.3	43.69	40.63	37.07	33.15
Nearest Neighbor 2022.04	53.14	50.61	48.25	45.62	42.91	39.99	37.06	33.66
Nearest Neighbor 2022.04	53.02	49.04	45.02	40.87	37.28	33.13	29.07	24.64