Few-shot Learning Experiments on Fashion Dataset

Dependencies:

1. Pytorch : 1.0.1post2
2. Python : 3.6.9
3. Torchvision : 0.2.2
4. Check requirements.txt

Training scripts:

Model Name	Scripts
ProtoNets	./run_loop_variants_proto.sh
Matching Nets	./run_loop_variants_match.sh
MAML (Order 1 )	./run_loop_variants_maml.sh
MAML (Order 2)	run_loop_variants_maml_2.sh

Results

1 -shot

Method	2-way	5-way	15-way
Proto Nets	85.6	69.5	50.5
Matching Nets	83.3	66.6	51.8
MAML	87.5	71.6	47.3

5 -shot

Method	2-way	5-way	15-way
Proto Nets	93.6	84.5	70.5
Matching Nets	81.0	80.6	70.78
MAML	94.8	83.1	71.8

1 shot vs 5 shot