Curve-Transformer Comparisons
Overall Stats
Model 1 Better: 4964
Model 2 Better: 3476
Segformer Performed Better
Image 1
Ground Truth
Model 1 Predictions
Loss: 0.3998 IoU: 0.5236
Model 2 Predictions
Loss: 185.2323 IoU: 0.1043
Image 2
Ground Truth
Model 1 Predictions
Loss: 0.1005 IoU: 0.7203
Model 2 Predictions
Loss: 209.7441 IoU: 0.2984
Image 3
Ground Truth
Model 1 Predictions
Loss: 0.0765 IoU: 0.9438
Model 2 Predictions
Loss: 176.0333 IoU: 0.5106
Image 4
Ground Truth
Model 1 Predictions
Loss: 0.2165 IoU: 0.7907
Model 2 Predictions
Loss: 273.0134 IoU: 0.3454
Image 5
Ground Truth
Model 1 Predictions
Loss: 0.0523 IoU: 0.8682
Model 2 Predictions
Loss: 285.6400 IoU: 0.4136
Image 6
Ground Truth
Model 1 Predictions
Loss: 0.3289 IoU: 0.7235
Model 2 Predictions
Loss: 354.3137 IoU: 0.2653
Image 7
Ground Truth
Model 1 Predictions
Loss: 0.0975 IoU: 0.5859
Model 2 Predictions
Loss: 303.8362 IoU: 0.1029
Image 8
Ground Truth
Model 1 Predictions
Loss: 0.0799 IoU: 0.9152
Model 2 Predictions
Loss: 195.6294 IoU: 0.3983
Image 9
Ground Truth
Model 1 Predictions
Loss: 0.3293 IoU: 0.7469
Model 2 Predictions
Loss: 234.2642 IoU: 0.1829
Image 10
Ground Truth
Model 1 Predictions
Loss: 0.3179 IoU: 0.7715
Model 2 Predictions
Loss: 321.0007 IoU: 0.1875
PVT Encoder Curve-Transformer Performed Better
Image 1
Ground Truth
Model 1 Predictions
Loss: 1.0321 IoU: 0.4789
Model 2 Predictions
Loss: 41.1175 IoU: 0.8007
Image 2
Ground Truth
Model 1 Predictions
Loss: 0.6126 IoU: 0.2303
Model 2 Predictions
Loss: 41.8097 IoU: 0.5615
Image 3
Ground Truth
Model 1 Predictions
Loss: 0.3079 IoU: 0.4160
Model 2 Predictions
Loss: 52.4956 IoU: 0.7495
Image 4
Ground Truth
Model 1 Predictions
Loss: 0.7661 IoU: 0.2773
Model 2 Predictions
Loss: 141.1681 IoU: 0.6190
Image 5
Ground Truth
Model 1 Predictions
Loss: 0.2282 IoU: 0.3619
Model 2 Predictions
Loss: 39.5222 IoU: 0.7152
Image 6
Ground Truth
Model 1 Predictions
Loss: 0.4505 IoU: 0.5972
Model 2 Predictions
Loss: 21.2634 IoU: 0.9510
Image 7
Ground Truth
Model 1 Predictions
Loss: 0.3357 IoU: 0.3608
Model 2 Predictions
Loss: 69.0354 IoU: 0.7193
Image 8
Ground Truth
Model 1 Predictions
Loss: 1.2192 IoU: 0.2979
Model 2 Predictions
Loss: 208.2855 IoU: 0.6846
Image 9
Ground Truth
Model 1 Predictions
Loss: 1.2346 IoU: 0.1463
Model 2 Predictions
Loss: 75.4271 IoU: 0.5424
Image 10
Ground Truth
Model 1 Predictions
Loss: 0.5586 IoU: 0.3823
Model 2 Predictions
Loss: 82.5855 IoU: 0.7893
Segformer Best Images
Image 1
Ground Truth
Model 1 Predictions
Loss: 0.0201 IoU: 0.9849
Model 2 Predictions
Loss: 16.4997 IoU: 0.9728
Image 2
Ground Truth
Model 1 Predictions
Loss: 0.0211 IoU: 0.9849
Model 2 Predictions
Loss: 19.1359 IoU: 0.9754
Image 3
Ground Truth
Model 1 Predictions
Loss: 0.0224 IoU: 0.9851
Model 2 Predictions
Loss: 21.7334 IoU: 0.9772
Image 4
Ground Truth
Model 1 Predictions
Loss: 0.0155 IoU: 0.9852
Model 2 Predictions
Loss: 13.9185 IoU: 0.9772
Image 5
Ground Truth
Model 1 Predictions
Loss: 0.0201 IoU: 0.9852
Model 2 Predictions
Loss: 35.7576 IoU: 0.9709
Image 6
Ground Truth
Model 1 Predictions
Loss: 0.0268 IoU: 0.9854
Model 2 Predictions
Loss: 24.4069 IoU: 0.9707
Image 7
Ground Truth
Model 1 Predictions
Loss: 0.0194 IoU: 0.9858
Model 2 Predictions
Loss: 15.3195 IoU: 0.9794
Image 8
Ground Truth
Model 1 Predictions
Loss: 0.0219 IoU: 0.9863
Model 2 Predictions
Loss: 15.9938 IoU: 0.9777
Image 9
Ground Truth
Model 1 Predictions
Loss: 0.0141 IoU: 0.9873
Model 2 Predictions
Loss: 14.8524 IoU: 0.9756
Image 10
Ground Truth
Model 1 Predictions
Loss: 0.0123 IoU: 0.9886
Model 2 Predictions
Loss: 10.9226 IoU: 0.9774
PVT Encoder Curve-Transformer Best Images
Image 1
Ground Truth
Model 1 Predictions
Loss: 0.0219 IoU: 0.9863
Model 2 Predictions
Loss: 15.9938 IoU: 0.9777
Image 2
Ground Truth
Model 1 Predictions
Loss: 0.0184 IoU: 0.9724
Model 2 Predictions
Loss: 9.6259 IoU: 0.9779
Image 3
Ground Truth
Model 1 Predictions
Loss: 0.0238 IoU: 0.9840
Model 2 Predictions
Loss: 16.6704 IoU: 0.9783
Image 4
Ground Truth
Model 1 Predictions
Loss: 0.0298 IoU: 0.9755
Model 2 Predictions
Loss: 21.1783 IoU: 0.9783
Image 5
Ground Truth
Model 1 Predictions
Loss: 0.0341 IoU: 0.9694
Model 2 Predictions
Loss: 15.8445 IoU: 0.9785
Image 6
Ground Truth
Model 1 Predictions
Loss: 0.0137 IoU: 0.9805
Model 2 Predictions
Loss: 9.1859 IoU: 0.9787
Image 7
Ground Truth
Model 1 Predictions
Loss: 0.0194 IoU: 0.9858
Model 2 Predictions
Loss: 15.3195 IoU: 0.9794
Image 8
Ground Truth
Model 1 Predictions
Loss: 0.0328 IoU: 0.9727
Model 2 Predictions
Loss: 15.2408 IoU: 0.9796
Image 9
Ground Truth
Model 1 Predictions
Loss: 0.0180 IoU: 0.9833
Model 2 Predictions
Loss: 12.9807 IoU: 0.9805
Image 10
Ground Truth
Model 1 Predictions
Loss: 0.0166 IoU: 0.9814
Model 2 Predictions
Loss: 7.7587 IoU: 0.9820
Segformer Worst Images
Image 1
Ground Truth
Model 1 Predictions
Loss: 2.5770 IoU: 0.1189
Model 2 Predictions
Loss: 337.9824 IoU: 0.0883
Image 2
Ground Truth
Model 1 Predictions
Loss: 1.2148 IoU: 0.1109
Model 2 Predictions
Loss: 137.1669 IoU: 0.1059
Image 3
Ground Truth
Model 1 Predictions
Loss: 1.1414 IoU: 0.1097
Model 2 Predictions
Loss: 206.8026 IoU: 0.3079
Image 4
Ground Truth
Model 1 Predictions
Loss: 0.8241 IoU: 0.1044
Model 2 Predictions
Loss: 185.6116 IoU: 0.1264
Image 5
Ground Truth
Model 1 Predictions
Loss: 0.5672 IoU: 0.0980
Model 2 Predictions
Loss: 524.6437 IoU: 0.0704
Image 6
Ground Truth
Model 1 Predictions
Loss: 2.8086 IoU: 0.0889
Model 2 Predictions
Loss: 307.2247 IoU: 0.1272
Image 7
Ground Truth
Model 1 Predictions
Loss: 0.3144 IoU: 0.0886
Model 2 Predictions
Loss: 133.1689 IoU: 0.1513
Image 8
Ground Truth
Model 1 Predictions
Loss: 1.0286 IoU: 0.0620
Model 2 Predictions
Loss: 187.7054 IoU: 0.3283
Image 9
Ground Truth
Model 1 Predictions
Loss: 0.5604 IoU: 0.0450
Model 2 Predictions
Loss: 148.5974 IoU: 0.2807
Image 10
Ground Truth
Model 1 Predictions
Loss: 2.2660 IoU: 0.0423
Model 2 Predictions
Loss: 363.4655 IoU: 0.2462
PVT Encoder Curve-Transformer Worst Images
Image 1
Ground Truth
Model 1 Predictions
Loss: 1.7947 IoU: 0.1771
Model 2 Predictions
Loss: 293.6548 IoU: 0.1388
Image 2
Ground Truth
Model 1 Predictions
Loss: 0.1931 IoU: 0.2375
Model 2 Predictions
Loss: 70.8681 IoU: 0.1377
Image 3
Ground Truth
Model 1 Predictions
Loss: 2.8086 IoU: 0.0889
Model 2 Predictions
Loss: 307.2247 IoU: 0.1272
Image 4
Ground Truth
Model 1 Predictions
Loss: 0.8241 IoU: 0.1044
Model 2 Predictions
Loss: 185.6116 IoU: 0.1264
Image 5
Ground Truth
Model 1 Predictions
Loss: 1.0563 IoU: 0.1742
Model 2 Predictions
Loss: 210.0361 IoU: 0.1201
Image 6
Ground Truth
Model 1 Predictions
Loss: 1.2148 IoU: 0.1109
Model 2 Predictions
Loss: 137.1669 IoU: 0.1059
Image 7
Ground Truth
Model 1 Predictions
Loss: 0.3998 IoU: 0.5236
Model 2 Predictions
Loss: 185.2323 IoU: 0.1043
Image 8
Ground Truth
Model 1 Predictions
Loss: 0.0975 IoU: 0.5859
Model 2 Predictions
Loss: 303.8362 IoU: 0.1029
Image 9
Ground Truth
Model 1 Predictions
Loss: 2.5770 IoU: 0.1189
Model 2 Predictions
Loss: 337.9824 IoU: 0.0883
Image 10
Ground Truth
Model 1 Predictions
Loss: 0.5672 IoU: 0.0980
Model 2 Predictions
Loss: 524.6437 IoU: 0.0704