Balthazarneveu's workspace
Runs
41
41 visualized
model.name
model.n_params
data_loader.size
Tags
UNet
32530699
[256,256]
debug
UNet
32530699
[256,256]
debug
NAFNet
3436115
[256,256]
DEBLUR
NAFNet
41437323
[256,256]
DEBLUR
NAFNet
41437323
[256,256]
DENOISE
DL_PRIM
NAFNet
3436115
[256,256]
DENOISE
DL_PRIM
StackedConvolutions
28723
[128,128]
DENOISE
DL_PRIM
NAFNet
41437323
[256,256]
DEBLUR
DEBLUR_DIV2K
NAFNET
StackedConvolutions
28723
[128,128]
DEBLUR
DEBLUR_DIV2K
VANILLA
StackedConvolutions
28723
[128,128]
DEBLUR
DEBLUR_DL
VANILLA
NAFNet
41437323
[256,256]
DEBLUR
DEBLUR_DL
NAFNET
StackedConvolutions
28723
[128,128]
DEBLUR
DEBLUR_DIV2K
FAILED
VANILLA
StackedConvolutions
28723
[128,128]
DEBLUR_DL
FAILED
VANILLA
NAFNet
41437323
[256,256]
DEBLUR_DIV2K
NAFNET
NAFNet
41437323
[256,256]
DEBLUR
DEBLUR_DL
NAFNET
NAFNet
41437323
[256,256]
DENOISE
DENOISE_NAT
NAFNET
StackedConvolutions
28723
[128,128]
DENOISE
DENOISE_NAT
VANILLA
NAFNet
41437323
[256,256]
DENOISE
DENOISE_DL
NAFNET
NAFNet
3436115
[256,256]
DENOISE
DENOISE_DL
NAFNet
41437323
[128,128]
DENOISE
DENOISE_DL
NAFNET
State
Notes
User
Created
Runtime
Sweep
data_loader.batch_size.train
data_loader.batch_size.validation
data_loader.length.train
data_loader.length.validation
id
loss
model.architecture.h_dim
model.architecture.k_size
model.architecture.num_layers
model.receptive_field
name
nb_epochs
optimizer.name
optimizer.parameters.lr
scheduler
scheduler_configuration.factor
scheduler_configuration.patience
data_loader.config_dead_leaves.blur_kernel_half_size
data_loader.config_dead_leaves.ds_factor
data_loader.config_dead_leaves.noise_stddev
pretty_name
model.architecture.bias
data_loader.gpu_gen
model.architecture.dec_blk_nums
model.architecture.enc_blk_nums
model.architecture.middle_blk_num
model.architecture.width
data_loader.config_degradation.noise_stddev
selected_metrics
PSNR
lr
train
validation
LPIPS
SSIM
data_loader.name
data_loader.config_degradation.augmentation_list
Finished
jamy_l
3h 9m 39s
-
8
8
5000
800
5005
MSE
-
-
-
[256,256]
5005
30
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
UNet deblur - DL_512 256x256
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,0]
["PSNR","SSIM"]
18.75945
0.001
0.016939
0.016571
-
0.54668
deadleaves_div2k_512
["flip"]
Finished
balthazarneveu
3h 59m 58s
-
8
8
5000
800
7002
MSE
-
-
-
[256,256]
7002
20
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
UNET deblur - DIV2K
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,0]
["PSNR","SSIM"]
24.91515
0.0008
0.0044727
0.0057921
-
0.66681
div2k
["flip"]
Finished
balthazarneveu
6h 55m 32s
-
16
16
5000
800
7001
MSE
-
-
-
[256,256]
7001
50
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NafNet Light deblur DIV2K
-
-
[1,1,1]
[1,1,2]
1
64
[0,50]
["PSNR","SSIM"]
25.10604
0.001
0.0039578
0.0051268
-
0.67348
div2k
["flip"]
Crashed
jamy_l
1h 27m 6s
-
8
8
5000
800
5004
MSE
-
-
-
[256,256]
5004
30
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet deblur - DIV2K_512 256x256
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,0]
["PSNR","SSIM"]
24.80398
0.001
0.0044825
0.0060248
-
0.66501
div2k
["flip"]
Finished
balthazarneveu
3h 12m 17s
-
8
8
5000
800
3050
MSE
-
-
-
[256,256]
3050
30
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet41.4M denoise - DL_PRIMITIVES_512 0-50 256x256
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,50]
["PSNR","SSIM"]
29.12365
0.0008
0.0020029
0.0020036
-
0.91439
deadleaves_primitives_div2k_512
-
Finished
balthazarneveu
2h 37m 58s
-
8
8
5000
800
3040
MSE
-
-
-
[256,256]
3040
50
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet3.4M Light denoise - DL_PRIMITIVES_512 0-50 256x256
-
-
[1,1,1]
[1,1,2]
1
64
[0,50]
["PSNR","SSIM"]
30.75514
0.001
0.0014549
0.0014849
-
0.94318
deadleaves_primitives_div2k_512
-
Finished
balthazarneveu
27m 43s
-
128
128
5000
800
3030
MSE
16
3
8
[29,29]
3030
50
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
Vanilla DL_PRIMITIVES_512 0-50 - noisy 0-50
true
-
-
-
-
-
[0,50]
["PSNR","SSIM"]
25.43415
0.001
0.0036071
0.0035169
-
0.83914
deadleaves_primitives_div2k_512
-
Finished
jamy_l
5h 55m 9s
-
8
8
5000
800
5003
MSE
-
-
-
[256,256]
5003
30
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet deblur - DIV2K_512 256x256
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,0]
["PSNR","SSIM"]
24.98163
0.000512
0.0045133
0.0057034
-
0.67397
div2k
["flip"]
Finished
balthazarneveu
4h 41m 15s
-
128
128
5000
800
6003
MSE
16
3
8
[29,29]
6003
50
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
Vanilla delbur DIV2K_512
true
-
-
-
-
-
[0,50]
["PSNR","SSIM"]
24.02313
0.001
0.0048797
0.0068918
-
0.59712
div2k
["flip"]
Finished
balthazarneveu
26m 19s
-
128
128
5000
800
6002
MSE
16
3
8
[29,29]
6002
50
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
Vanilla deblur DL_DIV2K_512
true
-
-
-
-
-
[0,50]
["PSNR","SSIM"]
17.3704
0.001
0.022225
0.022859
-
0.37416
deadleaves_div2k_512
["flip"]
Finished
jamy_l
3h 11m 7s
-
8
8
5000
800
5002
MSE
-
-
-
[256,256]
5002
30
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet deblur - DL_DIV2K_512 256x256
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,0]
["PSNR","SSIM"]
18.61285
0.0008
0.017712
0.017001
-
0.53451
deadleaves_div2k_512
["flip"]
Finished
balthazarneveu
4h 41m 11s
-
32
32
5000
800
6001
MSE
16
3
8
[29,29]
6001
50
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
Vanilla delbur DIV2K_512
true
-
-
-
-
-
[0,50]
["PSNR","SSIM"]
23.87373
0.001
0.0050773
0.0073674
-
0.61269
div2k
["flip"]
Finished
balthazarneveu
26m 16s
-
32
32
5000
800
6000
MSE
16
3
8
[29,29]
6000
50
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
Vanilla deblur DL_DIV2K_512
true
-
-
-
-
-
[0,50]
["PSNR","SSIM"]
17.36379
0.001
0.02186
0.022218
-
0.38036
deadleaves_div2k_512
["flip"]
Crashed
jamy_l
51m 3s
-
8
8
5000
800
5001
MSE
-
-
-
[256,256]
5001
30
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet deblur - DIV2K_512 256x256
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,0]
["PSNR","SSIM"]
-14.38717
0.001
3908.87632
48.03632
-
0.0003095
div2k
["flip"]
Finished
jamy_l
3h 11m 31s
-
8
8
5000
800
5000
MSE
-
-
-
[256,256]
5000
30
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet deblur - DL_DIV2K_512 0-50 256x256
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,0]
["PSNR","SSIM"]
20.35762
0.001
0.012177
0.011911
-
0.67124
deadleaves_div2k_512
["flip"]
Finished
balthazarneveu
5h 56m 18s
-
8
8
5000
800
3101
MSE
-
-
-
[256,256]
3101
30
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet41.4M denoise - DIV2K_512 0-50 256x256
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,50]
["PSNR","SSIM"]
31.04302
0.0008
0.013376
0.0012758
-
0.81754
div2k
-
Finished
balthazarneveu
4h 43m 20s
-
32
32
5000
800
3120
MSE
16
3
8
[29,29]
3120
50
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
Vanilla DIV2K_512 0-50 - noisy 0-50
true
-
-
-
-
-
[0,50]
["PSNR","SSIM"]
32.33404
0.0008
0.00098382
0.0011901
-
0.85593
div2k
-
Finished
balthazarneveu
3h 6m 2s
-
8
8
5000
800
3001
MSE
-
-
-
[256,256]
3001
30
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet denoise - DL_DIV2K_512 0-50 256x256
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,50]
["PSNR","SSIM"]
30.07975
0.001
0.0016848
0.001766
-
0.93046
deadleaves_div2k_512
-
Finished
balthazarneveu
2h 34m 48s
-
4
4
5000
800
3011
MSE
-
-
-
[256,256]
3011
50
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet Light denoise - DL_DIV2K_512 0-50
-
-
[1,1,1]
[1,1,2]
1
64
[0,50]
["PSNR","SSIM"]
29.41554
0.0008
0.0020165
0.0019652
-
0.91259
deadleaves_div2k_512
-
Finished
balthazarneveu
1h 2m 50s
-
16
16
5000
800
3002
MSE
-
-
-
[256,256]
3002
30
Adam
0.001
ReduceLROnPlateau
0.8
5
-
-
-
NAFNet denoise - DL_DIV2K_512 0-50 128x128
-
-
[1,1,1,1]
[1,1,1,28]
1
64
[0,50]
["PSNR","SSIM"]
29.47082
0.001
0.0019644
0.0019873
-
0.91601
deadleaves_div2k_512
-
1-20
of 41