Robustness to Watermark Variations: COCO_CVPR2017

 

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No variations: Traditional (consistent) watermarking model.
Translation: Random watermark position per image.
Opacity X/255: Random opacity changes introduced per image, within X intensity levels around the global blend factor (see paper for details). Reconstruction is shown with (top) and without (bottom) estimating a blend factor per image.
Spatial perturbation Ypx: Random spatial deformation introduced per image, of at most Y pixels in each direction (see paper for details). Reconstruction is shown with (top) and without (bottom) flow estimation per image.
Trans. + Opac. X/255 + Pert. Ypx: A combination of random translation, opacity change and spatial deformation introduced per image.

 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000001_COCO_val2014_000000169169
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000002_COCO_val2014_000000229782
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000003_COCO_val2014_000000172021
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000004_COCO_val2014_000000410650
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000005_COCO_val2014_000000288955
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000006_COCO_val2014_000000442306
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000007_COCO_val2014_000000297669
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000008_COCO_val2014_000000376751
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000009_COCO_val2014_000000143859
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000010_COCO_val2014_000000465323
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000011_COCO_val2014_000000035894
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000012_COCO_val2014_000000497484
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000013_COCO_val2014_000000197840
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000014_COCO_val2014_000000067412
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000015_COCO_val2014_000000395343
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000016_COCO_val2014_000000259854
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000017_COCO_val2014_000000532503
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000018_COCO_val2014_000000418680
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000019_COCO_val2014_000000039769
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000020_COCO_val2014_000000098328
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000021_COCO_val2014_000000056413
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000022_COCO_val2014_000000047112
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000023_COCO_val2014_000000158372
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000024_COCO_val2014_000000082554
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000025_COCO_val2014_000000510616
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000026_COCO_val2014_000000073209
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000027_COCO_val2014_000000250164
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000028_COCO_val2014_000000226973
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000029_COCO_val2014_000000560721
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000030_COCO_val2014_000000499480
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000031_COCO_val2014_000000223374
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000032_COCO_val2014_000000139108
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000033_COCO_val2014_000000272416
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000034_COCO_val2014_000000242855
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000035_COCO_val2014_000000045775
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000036_COCO_val2014_000000451202
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000037_COCO_val2014_000000320627
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000038_COCO_val2014_000000276239
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000039_COCO_val2014_000000533532
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000040_COCO_val2014_000000176744
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000041_COCO_val2014_000000165818
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000042_COCO_val2014_000000555953
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000043_COCO_val2014_000000068128
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000044_COCO_val2014_000000424172
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000045_COCO_val2014_000000576253
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000046_COCO_val2014_000000374010
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000047_COCO_val2014_000000433460
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000048_COCO_val2014_000000488349
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000049_COCO_val2014_000000268254
 
No variations Translation Opacity 20/255 (max) Spatial perturbation 1px (max) Trans. + Opac. 10/255 + Pert. 1px
Input Input Input Input Input
Detection Detection Detection Detection Detection
Reconstruction Reconstruction Reconstruction w/ blend
Reconstruction w/o blend 		Reconstruction w/ flow
Reconstruction w/o flow 		Reconstruction (w/ blend and flow)
000050_COCO_val2014_000000526353