update segment training (#57)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: ayush chaurasia <ayush.chaurarsia@gmail.com>
This commit is contained in:
Laughing
2022-11-29 05:30:08 -06:00
committed by GitHub
parent d0b0fe2592
commit 3a241e4cea
14 changed files with 460 additions and 144 deletions

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@ -26,11 +26,11 @@ deterministic: True
local_rank: -1
single_cls: False # train multi-class data as single-class
image_weights: False # use weighted image selection for training
shuffle: True
rect: False # support rectangular training
cos_lr: False # Use cosine LR scheduler
overlap_mask: True # Segmentation masks overlap
mask_ratio: 4 # Segmentation mask downsample ratio
noval: False
# Val/Test settings ----------------------------------------------------------------------------------------------------
save_json: False
@ -43,7 +43,7 @@ plots: False
save_txt: False
# Hyperparameters ------------------------------------------------------------------------------------------------------
lr0: 0.001 # initial learning rate (SGD=1E-2, Adam=1E-3)
lr0: 0.01 # initial learning rate (SGD=1E-2, Adam=1E-3)
lrf: 0.01 # final OneCycleLR learning rate (lr0 * lrf)
momentum: 0.937 # SGD momentum/Adam beta1
weight_decay: 0.0005 # optimizer weight decay 5e-4
@ -59,22 +59,23 @@ iou_t: 0.20 # IoU training threshold
anchor_t: 4.0 # anchor-multiple threshold
# anchors: 3 # anchors per output layer (0 to ignore)
fl_gamma: 0.0 # focal loss gamma (efficientDet default gamma=1.5)
hsv_h: 0.015 # image HSV-Hue augmentation (fraction)
hsv_s: 0.7 # image HSV-Saturation augmentation (fraction)
hsv_v: 0.4 # image HSV-Value augmentation (fraction)
degrees: 0.0 # image rotation (+/- deg)
translate: 0.1 # image translation (+/- fraction)
scale: 0.5 # image scale (+/- gain)
shear: 0.0 # image shear (+/- deg)
perspective: 0.0 # image perspective (+/- fraction), range 0-0.001
flipud: 0.0 # image flip up-down (probability)
fliplr: 0.5 # image flip left-right (probability)
mosaic: 1.0 # image mosaic (probability)
mixup: 0.0 # image mixup (probability)
copy_paste: 0.0 # segment copy-paste (probability)
label_smoothing: 0.0
nbs: 64 # nominal batch size
# anchors: 3
augment_hyp:
hsv_h: 0.015 # image HSV-Hue augmentation (fraction)
hsv_s: 0.7 # image HSV-Saturation augmentation (fraction)
hsv_v: 0.4 # image HSV-Value augmentation (fraction)
degrees: 0.0 # image rotation (+/- deg)
translate: 0.1 # image translation (+/- fraction)
scale: 0.5 # image scale (+/- gain)
shear: 0.0 # image shear (+/- deg)
perspective: 0.0 # image perspective (+/- fraction), range 0-0.001
flipud: 0.0 # image flip up-down (probability)
fliplr: 0.5 # image flip left-right (probability)
mosaic: 1.0 # image mosaic (probability)
mixup: 0.0 # image mixup (probability)
copy_paste: 0.0 # segment copy-paste (probability)
# Hydra configs --------------------------------------------------------------------------------------------------------
hydra: