A Benchmark for Rough Sketch Cleanup
Ind_architecture_baseline_06
Author: Baseline Licence: Academic PaperMessiness: -0.0
Ambiguity (Chamfer): 0.01553
Shading: No
Scaffold: No
Texture Strokes: No
Background: Clean
Best automatic results (chamfer distance)
Column visibility:
Best automatic results
| Original | Ground Truth | Real-Time Inking | Mastering Sketching | Poly Vector | Topology Driven | Topology Driven → Stroke Aggregator | Poly Vector → Stroke Aggregator | Fidelity Simplicity | Delaunay Triangulation | ||
|---|---|---|---|---|---|---|---|---|---|---|---|
|  |  |  |  distance: 0.00023 |  distance: 0.00028 |  distance: 0.00032 |  distance: 0.00034 |  distance: 0.00042 |  distance: 0.00045 |  distance: 0.00058 |  distance: 0.00732 |
Rough Sketch
Column visibility:
| original | thresholded | all layers | shape | lighting | scaffold | shading |
|---|---|---|---|---|---|---|
|  |  |
Ground Truth
Column visibility:
| artist | all layers | shape | scaffold | shading | color region | text | extra |
|---|---|---|---|---|---|---|---|
| Branislav Mirkovic |  | | |||||
| Ge Jin |  | | |||||
| Santiago Rial |  | |
Automatic results, best result per algorithm
Select metric
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Display labels:
Chamfer
| algorithm | distance | result | running time |
|---|---|---|---|
| Stroke Aggregator | nan | ||
| Delaunay Triangulation | 0.007322467466085853 | distance: 0.00732variant: original | 720.0 |
| Fidelity Simplicity | 0.0005772461382991158 | distance: 0.00058variant: originalalg. parameter: 0.25 | 653.0 |
| Mastering Sketching | 0.0002822975184950851 | distance: 0.00028variant: vectorized (all layers) 1000px | 6.0 |
| Poly Vector → Stroke Aggregator | 0.00045200901845109353 | distance: 0.00045variant: vectorized (all layers) 1000pxalg. parameter: noisy | 530.0 |
| Poly Vector | 0.00031667578173958624 | distance: 0.00032variant: vectorized (all layers) 1000px | 510.0 |
| Real-Time Inking | 0.00023465877716506318 | distance: 0.00023variant: original | 4.0 |
| Topology Driven → Stroke Aggregator | 0.0004224483229544651 | distance: 0.00042variant: vectorized (all layers) 1000px | 1277.0 |
| Topology Driven | 0.000339636734211089 | distance: 0.00034variant: vectorized (all layers) 1000px | 20.0 |
F12/1000
| algorithm | distance | result | running time |
|---|---|---|---|
| Stroke Aggregator | nan | ||
| Fidelity Simplicity | 0.5468111016553843 |  distance: 0.54681variant: thresholded 500pxalg. parameter: 0.75 | 151.0 |
| Mastering Sketching | 0.9371135266718386 |  distance: 0.93711variant: thresholded 500px | 6.0 |
| Poly Vector → Stroke Aggregator | 0.4113243334252789 |  distance: 0.41132variant: vectorized (all layers) 500pxalg. parameter: noisy | 26.0 |
| Poly Vector | 0.4233951823422668 |  distance: 0.4234variant: vectorized (all layers) 500pxalg. parameter: noisy | 89.0 |
| Real-Time Inking | 0.8985753228100839 |  distance: 0.89858variant: vectorized (all layers) 500px | 2.0 |
| Topology Driven → Stroke Aggregator | 0.801080757451316 |  distance: 0.80108variant: thresholded 500px | 549.0 |
| Topology Driven | 0.8590630538687382 |  distance: 0.85906variant: original | 293.0 |
| Delaunay Triangulation | 0.1655826476282672 |  distance: 0.16558variant: vectorized (all layers) 500px | 4.0 |
F14/1000
| algorithm | distance | result | running time |
|---|---|---|---|
| Stroke Aggregator | nan | ||
| Fidelity Simplicity | 0.6940751471515785 | distance: 0.69408variant: thresholded 500pxalg. parameter: 0.75 | 151.0 |
| Mastering Sketching | 0.9830430100284344 | distance: 0.98304variant: thresholded 500px | 6.0 |
| Poly Vector → Stroke Aggregator | 0.4737763975684077 | distance: 0.47378variant: vectorized (all layers) 500pxalg. parameter: noisy | 26.0 |
| Poly Vector | 0.4834422041648677 |  distance: 0.48344variant: vectorized (all layers) 500px | 89.0 |
| Real-Time Inking | 0.9426684966798256 | distance: 0.94267variant: vectorized (all layers) 500px | 2.0 |
| Topology Driven → Stroke Aggregator | 0.9122022151511452 | distance: 0.9122variant: thresholded 500px | 549.0 |
| Topology Driven | 0.9356296907672478 | distance: 0.93563variant: original | 293.0 |
| Delaunay Triangulation | 0.28449100234154073 | distance: 0.28449variant: vectorized (all layers) 500px | 4.0 |
F16/1000
| algorithm | distance | result | running time |
|---|---|---|---|
| Stroke Aggregator | nan | ||
| Delaunay Triangulation | 0.4118270400155085 | distance: 0.41183variant: vectorized (all layers) 500px | 4.0 |
| Fidelity Simplicity | 0.8151080162086617 | distance: 0.81511variant: thresholded 500pxalg. parameter: 0.75 | 151.0 |
| Mastering Sketching | 0.9896078815236288 |  distance: 0.98961variant: thresholded 1000px | 7.0 |
| Poly Vector → Stroke Aggregator | 0.5315096116207388 | distance: 0.53151variant: vectorized (all layers) 500pxalg. parameter: noisy | 26.0 |
| Poly Vector | 0.5395807539036283 | distance: 0.53958variant: vectorized (all layers) 500pxalg. parameter: noisy | 89.0 |
| Real-Time Inking | 0.9551502775180774 | distance: 0.95515variant: vectorized (all layers) 500px | 2.0 |
| Topology Driven → Stroke Aggregator | 0.9535956192614959 | distance: 0.9536variant: thresholded 500px | 549.0 |
| Topology Driven | 0.9586257661269536 | distance: 0.95863variant: original | 293.0 |
F18/1000
| algorithm | distance | result | running time |
|---|---|---|---|
| Fidelity Simplicity | 0.8767509643626109 | distance: 0.87675variant: thresholded 500pxalg. parameter: 0.75 | 151.0 |
| Stroke Aggregator | nan | ||
| Delaunay Triangulation | 0.5075154943368637 | distance: 0.50752variant: vectorized (all layers) 500px | 4.0 |
| Mastering Sketching | 0.9922658552399666 | distance: 0.99227variant: thresholded 1000px | 7.0 |
| Poly Vector → Stroke Aggregator | 0.5863494520191944 | distance: 0.58635variant: vectorized (all layers) 500pxalg. parameter: noisy | 26.0 |
| Poly Vector | 0.5944371228518567 | distance: 0.59444variant: vectorized (all layers) 500px | 89.0 |
| Real-Time Inking | 0.9626076790827643 | distance: 0.96261variant: vectorized (all layers) 500px | 2.0 |
| Topology Driven → Stroke Aggregator | 0.9711918499317821 | distance: 0.97119variant: thresholded 500px | 549.0 |
| Topology Driven | 0.9717797956822916 | distance: 0.97178variant: original | 293.0 |
F110/1000
| algorithm | distance | result | running time |
|---|---|---|---|
| Delaunay Triangulation | 0.6096031738442116 | distance: 0.6096variant: vectorized (all layers) 500px | 4.0 |
| Stroke Aggregator | nan | ||
| Mastering Sketching | 0.9947947279762596 | distance: 0.99479variant: thresholded 1000px | 7.0 |
| Poly Vector → Stroke Aggregator | 0.6425421574202294 | distance: 0.64254variant: vectorized (all layers) 500pxalg. parameter: noisy | 26.0 |
| Poly Vector | 0.6504939945742011 | distance: 0.65049variant: vectorized (all layers) 500pxalg. parameter: noisy | 89.0 |
| Topology Driven → Stroke Aggregator | 0.9814869261453498 | distance: 0.98149variant: thresholded 500px | 549.0 |
| Topology Driven | 0.9808697635852034 | distance: 0.98087variant: original | 293.0 |
| Fidelity Simplicity | 0.9130523752768038 | distance: 0.91305variant: thresholded 500pxalg. parameter: 0.75 | 151.0 |
| Real-Time Inking | 0.968705983220038 | distance: 0.96871variant: vectorized (all layers) 500px | 2.0 |
Hausdorff
| algorithm | distance | result | running time |
|---|---|---|---|
| Fidelity Simplicity | 0.028999999999999998 |  distance: 0.029variant: thresholded 1000pxalg. parameter: 0.6 | 221.0 |
| Poly Vector | 0.013000000000000001 |  distance: 0.013variant: vectorized (all layers) 1000pxalg. parameter: noisy | 512.0 |
| Real-Time Inking | 0.019250253292806486 | distance: 0.01925variant: original | 4.0 |
| Stroke Aggregator | nan | ||
| Delaunay Triangulation | 0.11820934415467485 | distance: 0.11821variant: original | 720.0 |
| Mastering Sketching | 0.1563201904296875 | distance: 0.15632variant: thresholded 500px | 6.0 |
| Poly Vector → Stroke Aggregator | 0.016763053894042968 | distance: 0.01676variant: vectorized (all layers) 1000pxalg. parameter: noisy | 530.0 |
| Topology Driven → Stroke Aggregator | 0.005 | distance: 0.005variant: vectorized (all layers) 1000px | 1277.0 |
| Topology Driven | 0.006 | distance: 0.006variant: vectorized (all layers) 1000px | 20.0 |
Automatic results for each input variant
Column visibility:
| variant | Topology Driven → Stroke Aggregator | Real-Time Inking | Mastering Sketching | Fidelity Simplicity 0.3 | Fidelity Simplicity 0.25 | Fidelity Simplicity 0.5 | Fidelity Simplicity 0.75 | Fidelity Simplicity 0.6 | Topology Driven | Poly Vector noisy | Poly Vector | Delaunay Triangulation | Stroke Aggregator | Poly Vector → Stroke Aggregator noisy | Poly Vector → Stroke Aggregator |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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