Line Segment Detection on Wireframe dataset (test)
71.7sAP^{10}DT-LSD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DT-LSDEpochs=24, FPS=8.92024.11 | 71.7 | 85.8 | — | — | 73.9 | 70.1 | 71.2 | 89.1 | |
| DT-LSDEpochs=24, Params (M)=217.16, FLOPS (G)=1019.75, Latency (ms)=176.232025.05 | 71.7 | — | 66.6 | — | 73.9 | — | — | — | |
| SACWPEpochs=30, FPS=34.82024.11 | 70 | — | — | — | 71.6 | — | — | — | |
| SACWP†Epochs=30, Params (M)=10.2, Latency (ms)=28.742025.05 | 70 | — | 66.2 | — | 71.6 | — | — | — | |
| HAWPv2Epochs=30, Params (M)=11.11, FLOPS (G)=134.33, Latency (ms)=30.542025.05 | 69.7 | — | 65.7 | — | 71.3 | — | — | — | |
| MLNETEpochs=30, FPS=12.62024.11 | 69.1 | 81.4 | — | — | 70.8 | — | — | 86.7 | |
| MLNET†Epochs=30, Params (M)=16.85, FLOPS (G)=75.05, Latency (ms)=79.492025.05 | 69.1 | — | 65.1 | — | 70.8 | — | — | — | |
| ULSDEpochs=30, FPS=36.82024.11 | 68.8 | — | — | — | 70.4 | — | — | — | |
| ULSDEpochs=30, Params (M)=9.99, FLOPS (G)=114.17, Latency (ms)=26.722025.05 | 68.8 | — | 65 | — | 70.4 | — | — | — | |
| HAWPv2Epochs=30, FPS=142024.11 | 68.6 | 81.5 | — | — | 70.2 | — | — | 86.7 | |
| LINEA-LEpochs=12, Params (M)=25.17, FLOPS (G)=83.77, Latency (ms)=5.782025.05 | 67.9 | — | 61 | — | 70.8 | — | — | — | |
| F-Clip (HR)Epochs=300, Params (M)=28.54, FLOPS (G)=82.14, Latency (ms)=63.752025.05 | 67.4 | — | 63.5 | — | 69.1 | — | — | — | |
| F-ClipEpochs=300, FPS=28.32024.11 | 66.8 | 80.9 | — | — | 68.7 | — | — | 85.1 | |
| F-Clip (HG2-LB)Epochs=300, Params (M)=10.33, FLOPS (G)=131.2, Latency (ms)=29.882025.05 | 66.8 | — | 62.6 | — | 68.7 | — | — | — | |
| HAWPEpochs=30, FPS=30.32024.11 | 66.5 | 83.1 | — | — | 68.2 | 64.9 | 65.9 | 86.1 | |
| HAWPEpochs=16, Params (M)=10.33, FLOPS (G)=138.14, Latency (ms)=32.922025.05 | 66.5 | — | 62.6 | — | 68.2 | — | — | — | |
| LINEA-MEpochs=24, Params (M)=13.46, FLOPS (G)=45.63, Latency (ms)=3.872025.05 | 66.3 | — | 59.5 | — | 69.1 | — | — | — | |
| LETREpochs=825, FPS=5.82024.11 | 65.2 | 83.3 | — | — | 67.7 | 65.8 | 67.1 | 86.3 | |
| LINEA-NEpochs=72, Params (M)=3.93, FLOPS (G)=12.1, Latency (ms)=2.542025.05 | 65 | — | 58.7 | — | 67.9 | — | — | — | |
| LINEA-SEpochs=36, Params (M)=8.57, FLOPS (G)=31.65, Latency (ms)=3.082025.05 | 64.7 | — | 58.4 | — | 67.6 | — | — | — | |
| F-Clip (HG1)Epochs=300, Params (M)=4.17, FLOPS (G)=65.93, Latency (ms)=13.292025.05 | 63.5 | — | 58.6 | — | 65.9 | — | — | — | |
| LETREpochs=825, Params (M)=59.49, FLOPS (G)=660.78, Latency (ms)=150.932025.05 | 63.5 | — | 58.6 | — | 65.9 | — | — | — | |
| L-CNNEpochs=16, FPS=10.32024.11 | 62.9 | 81.3 | — | — | 64.9 | 61.3 | 62.4 | 82.8 | |
| L-CNNEpochs=16, Params (M)=9.75, FLOPS (G)=195.08, Latency (ms)=61.882025.05 | 62.9 | — | 58.9 | — | 64.7 | — | — | — | |
| L-CNNInput Size=512, FPS=11.12020.09 | 62.8 | 77.5 | 58.9 | 59.8 | — | — | — | — | |
| TP-LSD-Res34Input Size=320, FPS=42.22020.09 | 60.6 | 81.6 | 57.5 | 60.6 | — | — | — | — | |
| TP-LSD-LiteInput Size=320, FPS=78.22020.09 | 59.7 | 80.4 | 56.4 | 59.7 | — | — | — | — | |
| L-CNN(P)Input Size=512, FPS=5.22020.09 | 57.3 | 81.7 | 52.4 | 57.9 | — | — | — | — | |
| TP-LSD-Res34Input Size=512, FPS=18.12020.09 | 57.2 | 80.6 | 57.6 | 61.3 | — | — | — | — | |
| TP-LSD-HGInput Size=512, FPS=53.42020.09 | 57 | 82 | 50.9 | 55.1 | — | — | — | — | |
| AFMEpochs=200, FPS=13.52024.11 | 24.4 | 77.2 | — | — | 27.5 | — | — | 69.2 | |
| AFMInput Size=320, FPS=12.82020.09 | 23.9 | 77.3 | 18.3 | 36.7 | — | — | — | — | |
| LSDInput Size=320, FPS=1002020.09 | 8.8 | 64.1 | 6.7 | 18.7 | — | — | — | — | |
| DWPEpochs=120, FPS=2.242024.11 | 5.1 | 72.2 | — | — | 5.9 | — | — | 67.8 | |
| DWPInput Size=512, FPS=2.22020.09 | — | 72.7 | — | 6.6 | — | — | — | — | |
| HAWPFPS (CNN)=55, FPS (postproc)=82, Total FPS=332022.09 | — | 83.1 | — | — | — | — | — | — | |
| L-CNNFPS (CNN)=55, FPS (postproc)=24, Total FPS=172022.09 | — | 81.2 | — | — | — | — | — | — | |
| LSDFPS (postproc)=185, Total FPS=1852022.09 | — | 63.3 | — | — | — | — | — | — | |
| LSDFPS=49.62024.11 | — | 62.5 | — | — | — | — | — | 55.2 | |
| LSDNetFPS (CNN)=695, FPS (postproc)=301, Total FPS=2142022.09 | — | 77.5 | — | — | — | — | — | — | |
| M-LSDFPS (CNN)=132, FPS (postproc)=883, Total FPS=1152022.09 | — | 80 | — | — | — | — | — | — | |
| M-LSD-tinyFPS (CNN)=241, FPS (postproc)=1203, Total FPS=2002022.09 | — | 76.8 | — | — | — | — | — | — | |
| TP-LSDFPS (CNN)=65, FPS (postproc)=201, Total FPS=492022.09 | — | 82 | — | — | — | — | — | — |