A Benchmark for Rough Sketch Cleanup
Ind_architecture_baseline_04
Author: Baseline Licence: Academic PaperMessiness: 0.12374
Ambiguity (Chamfer): 0.19677
Shading: Yes
Scaffold: No
Texture Strokes: No
Background: Clean (Vector)
Best automatic results (chamfer distance)
Column visibility:
Best automatic results
| Original | Ground Truth | Mastering Sketching | Real-Time Inking | Poly Vector | Topology Driven | Stroke Aggregator | Delaunay Triangulation | Fidelity Simplicity | ||
|---|---|---|---|---|---|---|---|---|---|---|
|  |  |  |  distance: 0.00131 |  distance: 0.0014 |  distance: 0.00142 |  distance: 0.00144 |  distance: 0.00155 |  distance: 0.0026 |  distance: 0.00861 |
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
Column visibility:
Display labels:
Chamfer
| algorithm | distance | result | running time |
|---|---|---|---|
| Fidelity Simplicity | 0.008613722808291698 | distance: 0.00861variant: original 500pxalg. parameter: 0.25 | 1490.0 |
| Poly Vector → Stroke Aggregator | nan | ||
| Topology Driven → Stroke Aggregator | nan | ||
| Delaunay Triangulation | 0.0025963736323073765 | distance: 0.0026variant: original | 28.0 |
| Mastering Sketching | 0.0013132947064531599 | distance: 0.00131variant: original 1000px | 6.0 |
| Poly Vector | 0.0014174128666106295 | distance: 0.00142variant: originalalg. parameter: noisy | 564.0 |
| Real-Time Inking | 0.0014033009518306756 | distance: 0.0014variant: original | 4.0 |
| Stroke Aggregator | 0.0015519276780315274 | distance: 0.00155variant: vectorized (all layers) | 1251.0 |
| Topology Driven | 0.0014369100402497534 | distance: 0.00144variant: original | 90.0 |
F12/1000
| algorithm | distance | result | running time |
|---|---|---|---|
| Fidelity Simplicity | 0.3414089571893452 |  distance: 0.34141variant: original 500pxalg. parameter: 0.6 | 1752.0 |
| Mastering Sketching | 0.6936418422934125 | distance: 0.69364variant: original 1000px | 6.0 |
| Poly Vector → Stroke Aggregator | nan | ||
| Real-Time Inking | 0.5909557680069489 |  distance: 0.59096variant: original 1000px | 3.0 |
| Stroke Aggregator | 0.6292840258907433 | distance: 0.62928variant: vectorized (all layers) | 1251.0 |
| Topology Driven → Stroke Aggregator | nan | ||
| Topology Driven | 0.6110700116706717 |  distance: 0.61107variant: original 500px | 12.0 |
| Delaunay Triangulation | 0.2659302368684435 |  distance: 0.26593variant: original 500px | 4.0 |
| Poly Vector | 0.4208767996250965 |  distance: 0.42088variant: original 500pxalg. parameter: noisy | 160.0 |
F14/1000
| algorithm | distance | result | running time |
|---|---|---|---|
| Delaunay Triangulation | 0.3836224601267206 | distance: 0.38362variant: original 500px | 4.0 |
| Poly Vector → Stroke Aggregator | nan | ||
| Topology Driven → Stroke Aggregator | nan | ||
| Fidelity Simplicity | 0.4961163867526536 | distance: 0.49612variant: original 500pxalg. parameter: 0.6 | 1752.0 |
| Mastering Sketching | 0.8498380472314989 | distance: 0.84984variant: original 1000px | 6.0 |
| Poly Vector | 0.5549199481106325 |  distance: 0.55492variant: original 500px | 163.0 |
| Real-Time Inking | 0.7675855174254209 |  distance: 0.76759variant: original 500px | 3.0 |
| Stroke Aggregator | 0.8239065517138421 | distance: 0.82391variant: vectorized (all layers) | 1251.0 |
| Topology Driven | 0.8062010781988167 | distance: 0.8062variant: original 500px | 12.0 |
F16/1000
| algorithm | distance | result | running time |
|---|---|---|---|
| Delaunay Triangulation | 0.499557381025276 | distance: 0.49956variant: original 500px | 4.0 |
| Poly Vector → Stroke Aggregator | nan | ||
| Topology Driven → Stroke Aggregator | nan | ||
| Fidelity Simplicity | 0.5711662031740385 |  distance: 0.57117variant: originalalg. parameter: 0.75 | 262.0 |
| Mastering Sketching | 0.9208524699703508 | distance: 0.92085variant: original 1000px | 6.0 |
| Poly Vector | 0.6690298591424749 | distance: 0.66903variant: original 500pxalg. parameter: noisy | 160.0 |
| Real-Time Inking | 0.8575131717705966 | distance: 0.85751variant: original 500px | 3.0 |
| Stroke Aggregator | 0.9049557114113698 | distance: 0.90496variant: vectorized (all layers) | 1251.0 |
| Topology Driven | 0.9032712354350276 | distance: 0.90327variant: original 500px | 12.0 |
F18/1000
| algorithm | distance | result | running time |
|---|---|---|---|
| Delaunay Triangulation | 0.5894609052559572 | distance: 0.58946variant: original 500px | 4.0 |
| Poly Vector → Stroke Aggregator | nan | ||
| Topology Driven → Stroke Aggregator | nan | ||
| Mastering Sketching | 0.9557242223467683 |  distance: 0.95572variant: original 500px | 7.0 |
| Poly Vector | 0.7538006092246191 | distance: 0.7538variant: original 500px | 163.0 |
| Real-Time Inking | 0.9028252596744846 | distance: 0.90283variant: original 500px | 3.0 |
| Stroke Aggregator | 0.9513285830855108 | distance: 0.95133variant: vectorized (all layers) | 1251.0 |
| Topology Driven | 0.9514748607478009 | distance: 0.95147variant: original 500px | 12.0 |
| Fidelity Simplicity | 0.6261803286935457 |  distance: 0.62618variant: original 1000pxalg. parameter: 0.75 | 210.0 |
F110/1000
| algorithm | distance | result | running time |
|---|---|---|---|
| Poly Vector → Stroke Aggregator | nan | ||
| Topology Driven → Stroke Aggregator | nan | ||
| Delaunay Triangulation | 0.6704892074277883 | distance: 0.67049variant: original 500px | 4.0 |
| Mastering Sketching | 0.973836011504158 | distance: 0.97384variant: original 500px | 7.0 |
| Poly Vector | 0.8129894221163745 | distance: 0.81299variant: original 500pxalg. parameter: noisy | 160.0 |
| Real-Time Inking | 0.9338637165767693 | distance: 0.93386variant: original 500px | 3.0 |
| Stroke Aggregator | 0.9699638408445058 | distance: 0.96996variant: vectorized (all layers) | 1251.0 |
| Topology Driven | 0.9720668367991192 | distance: 0.97207variant: original 500px | 12.0 |
| Fidelity Simplicity | 0.6611312387312827 |  distance: 0.66113variant: original 1000pxalg. parameter: 0.3 | 167.0 |
Hausdorff
| algorithm | distance | result | running time |
|---|---|---|---|
| Fidelity Simplicity | 0.07375635528564453 |  distance: 0.07376variant: original 500pxalg. parameter: 0.5 | 1720.0 |
| Mastering Sketching | 0.109123779296875 | distance: 0.10912variant: original 500px | 7.0 |
| Poly Vector → Stroke Aggregator | nan | ||
| Topology Driven → Stroke Aggregator | nan | ||
| Topology Driven | 0.021540658950805664 | distance: 0.02154variant: original 500px | 12.0 |
| Delaunay Triangulation | 0.029106300833622364 | distance: 0.02911variant: original | 28.0 |
| Poly Vector | 0.02121320343017578 |  distance: 0.02121variant: original 1000px | 323.0 |
| Real-Time Inking | 0.021631004743891263 | distance: 0.02163variant: original | 4.0 |
| Stroke Aggregator | 0.020900214560527892 | distance: 0.0209variant: vectorized (all layers) | 1251.0 |
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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| vectorized (all layers) | |