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arches16.txt
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# arch1 - worse than arch 2
1, baseChannels, 3, norm=False
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3
2*baseChannels, 2*baseChannels, 3
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3
4*baseChannels, 8*baseChannels, 3, stride=2
8*baseChannels, 8*baseChannels, 3
# arch2
1, baseChannels, 3, norm=False
baseChannels, baseChannels, 3, dopadding=True
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3, dopadding=True
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3, dopadding=True
4*baseChannels, 8*baseChannels, 3, stride=2
8*baseChannels, 8*baseChannels, 3, dopadding=True
8*baseChannels, 16*baseChannels, 3, stride=2
16*baseChannels, 16*baseChannels, 3, dopadding=True
# arch3 - worse than arch 2
1, baseChannels, 3, norm=False
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 8*baseChannels, 3, stride=2
8*baseChannels, 16*baseChannels, 3, stride=2
# arch4
encPattern(inChan) :
inChan, inChan, 3, dopadding=True
inChan, 2*inChan, 3, stride=2
2*inChan, 2*inChan, 3, dopadding=True
encblock( 1, baseChannels, 3, norm=False
*encPattern( baseChannels)
*encPattern(2*baseChannels)
*encPattern(4*baseChannels)
*encPattern(8*baseChannels)
### Arch 2 used for all further experiments
Adv | Train | PreTrain | Progress
----------------------------------------------------------------
no | last | low | pureRec_trainLast
no | all | low | pureRec_trainAll
no | only | - | pureRec_noPreProc
no | all | none | pureRec_trainAll_pretrainedNone
no | all | all | pureRec_trainAll_pretrainAll
yes | only | - | rec128_noPreProc
yes | last | low | - b0 | bs=256, lr=0.0002
yes | last | low | - b1 | bs=64, lr=0.00005
yes | only | - | - b3 | rec=2048, lr=0.00002
yes | all | low | - d0
yes | all | all |
no | all | all++ |