pytorch-deeplab-resnet/results.txt at master · Matlmr/pytorch-deeplab-resnet · GitHub

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On original data (our pretraining):

standard (no pretrain): pytorch 20 Mean iou =  0.0345506318687
basic (pretrain): 0.73
PSP: 0.547374968968
PSPmine: 0.663125947903
PSPlong: 0.61699945904
PSPlm: pytorch 30 Mean iou =  0.675208577199


On PASCAL (the experiments):

(RealMS: pytorch 7 Mean iou =  0.880841945764)

RealPSP: pytorch 7 Mean iou =  0.886707742952
SyntPSP: pytorch 7 Mean iou =  0.844302364356
Synt+RealPSP: pytorch 7 Mean iou =  0.873622874196
SyntGANPSP: pytorch 7 Mean iou =  0.843463152215
SyntGAN_PSP: 0.84


With less pretraining (PSP1000):

Real_psp = 88.6
Synt_psp = 81.7
SyntGAN_psp = 83.6
Synt+Real_psp = 87.5
SyntG+Real_psp =


Only ResNet101:

Synt_imnet: 17 Mean iou =  0.422287069584

200x :  10 Mean iou =  0.422287069584
 	20 Mean iou =  0.423200565434
	30 Mean iou =  0.453037391661
	40 Mean iou =  0.424517218906
	50 Mean iou =  0.494429951698
	60 Mean iou =  0.453410213108
	70 Mean iou =  0.50098179394
	80 Mean iou =  0.467283028041
	90 Mean iou =  0.425516375525
	100 Mean iou =  0.429471655593
	110 Mean iou =  0.497799209729
	120 Mean iou =  0.463012352213

x50 starts after 50'000
x500 never starts

300x :  10 Mean iou =  0.422287069584
	20 Mean iou =  0.422289751045
	30 Mean iou =  0.470704227932
	40 Mean iou =  0.431187117727
	50 Mean iou =  0.42322101721
	60 Mean iou =  0.511164523205
	70 Mean iou =  0.490483418939
	80 Mean iou =  0.523846093309
	90 Mean iou =  0.483211060988
	100 Mean iou =  0.460575997734
	110 Mean iou =  0.533879166511
	120 Mean iou =  0.533186501231
	130 Mean iou =  0.45162542871
	140 Mean iou =  0.459856825024
	150 Mean iou =  0.488406117873
	160 Mean iou =  0.474473716166
	170 Mean iou =  0.509205670959
	180 Mean iou =  0.505876074983
	190 Mean iou =  0.492618961441
	200 Mean iou =  0.493631389943

Synt200x : 10 Mean iou =  0.429100362089
	   20 Mean iou =  0.45069187529
	   30 Mean iou =  0.424867662924
           40 Mean iou =  0.430254696974
	   50 Mean iou =  0.428005158244
	   60 Mean iou =  0.422132631895
	   70 Mean iou =  0.454437623443
	   80 Mean iou =  0.426005359307
	   90 Mean iou =  0.431363689818
	   100 Mean iou =  0.461201724587
	   110 Mean iou =  0.426763174435

SyntGAN200x: 10 Mean iou =  0.48164434547
	     20 Mean iou =  0.474511254749
	     30 Mean iou =  0.451949104356
	     40 Mean iou =  0.462028004628
	     50 Mean iou =  0.484849649511
	     60 Mean iou =  0.468890191534
	     70 Mean iou =  0.4653252048
	     80 Mean iou =  0.480278866274
	     90 Mean iou =  0.463093172178
	     100 Mean iou =  0.470319016277

COCO_00026:
	10 Mean iou =  0.760553991266
	20 Mean iou =  0.815611394631
	30 Mean iou =  0.816550702735
	40 Mean iou =  0.847044637889
	50 Mean iou =  0.836095002416
	60 Mean iou =  0.850211920712
	70 Mean iou =  0.839701056365
	80 Mean iou =  0.826516315631
	90 Mean iou =  0.849189208477
	100 Mean iou =  0.832286580937