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segformer-b0-finetuned-segments-sidewalk-2

Image Segmentation
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segformer
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segformer-b0-finetuned-segments-sidewalk-2

This model is a fine-tuned version of nvidia/mit-b0 on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7810
  • Mean Iou: 0.1982
  • Mean Accuracy: 0.2367
  • Overall Accuracy: 0.8103
  • Accuracy Unlabeled: nan
  • Accuracy Flat-road: 0.8571
  • Accuracy Flat-sidewalk: 0.9478
  • Accuracy Flat-crosswalk: 0.0
  • Accuracy Flat-cyclinglane: 0.7893
  • Accuracy Flat-parkingdriveway: 0.2689
  • Accuracy Flat-railtrack: 0.0
  • Accuracy Flat-curb: 0.1857
  • Accuracy Human-person: 0.0
  • Accuracy Human-rider: 0.0
  • Accuracy Vehicle-car: 0.9203
  • Accuracy Vehicle-truck: 0.0
  • Accuracy Vehicle-bus: 0.0
  • Accuracy Vehicle-tramtrain: 0.0
  • Accuracy Vehicle-motorcycle: 0.0
  • Accuracy Vehicle-bicycle: 0.0
  • Accuracy Vehicle-caravan: 0.0
  • Accuracy Vehicle-cartrailer: 0.0
  • Accuracy Construction-building: 0.9048
  • Accuracy Construction-door: 0.0
  • Accuracy Construction-wall: 0.2404
  • Accuracy Construction-fenceguardrail: 0.0000
  • Accuracy Construction-bridge: 0.0
  • Accuracy Construction-tunnel: nan
  • Accuracy Construction-stairs: 0.0
  • Accuracy Object-pole: 0.0102
  • Accuracy Object-trafficsign: 0.0
  • Accuracy Object-trafficlight: 0.0
  • Accuracy Nature-vegetation: 0.9351
  • Accuracy Nature-terrain: 0.8000
  • Accuracy Sky: 0.9484
  • Accuracy Void-ground: 0.0
  • Accuracy Void-dynamic: 0.0
  • Accuracy Void-static: 0.0017
  • Accuracy Void-unclear: 0.0
  • Iou Unlabeled: nan
  • Iou Flat-road: 0.6411
  • Iou Flat-sidewalk: 0.8351
  • Iou Flat-crosswalk: 0.0
  • Iou Flat-cyclinglane: 0.7179
  • Iou Flat-parkingdriveway: 0.2097
  • Iou Flat-railtrack: 0.0
  • Iou Flat-curb: 0.1654
  • Iou Human-person: 0.0
  • Iou Human-rider: 0.0
  • Iou Vehicle-car: 0.7408
  • Iou Vehicle-truck: 0.0
  • Iou Vehicle-bus: 0.0
  • Iou Vehicle-tramtrain: 0.0
  • Iou Vehicle-motorcycle: 0.0
  • Iou Vehicle-bicycle: 0.0
  • Iou Vehicle-caravan: 0.0
  • Iou Vehicle-cartrailer: 0.0
  • Iou Construction-building: 0.6400
  • Iou Construction-door: 0.0
  • Iou Construction-wall: 0.1981
  • Iou Construction-fenceguardrail: 0.0000
  • Iou Construction-bridge: 0.0
  • Iou Construction-tunnel: nan
  • Iou Construction-stairs: 0.0
  • Iou Object-pole: 0.0101
  • Iou Object-trafficsign: 0.0
  • Iou Object-trafficlight: 0.0
  • Iou Nature-vegetation: 0.7837
  • Iou Nature-terrain: 0.7083
  • Iou Sky: 0.8890
  • Iou Void-ground: 0.0
  • Iou Void-dynamic: 0.0
  • Iou Void-static: 0.0017
  • Iou Void-unclear: 0.0

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 1e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Unlabeled Accuracy Flat-road Accuracy Flat-sidewalk Accuracy Flat-crosswalk Accuracy Flat-cyclinglane Accuracy Flat-parkingdriveway Accuracy Flat-railtrack Accuracy Flat-curb Accuracy Human-person Accuracy Human-rider Accuracy Vehicle-car Accuracy Vehicle-truck Accuracy Vehicle-bus Accuracy Vehicle-tramtrain Accuracy Vehicle-motorcycle Accuracy Vehicle-bicycle Accuracy Vehicle-caravan Accuracy Vehicle-cartrailer Accuracy Construction-building Accuracy Construction-door Accuracy Construction-wall Accuracy Construction-fenceguardrail Accuracy Construction-bridge Accuracy Construction-tunnel Accuracy Construction-stairs Accuracy Object-pole Accuracy Object-trafficsign Accuracy Object-trafficlight Accuracy Nature-vegetation Accuracy Nature-terrain Accuracy Sky Accuracy Void-ground Accuracy Void-dynamic Accuracy Void-static Accuracy Void-unclear Iou Unlabeled Iou Flat-road Iou Flat-sidewalk Iou Flat-crosswalk Iou Flat-cyclinglane Iou Flat-parkingdriveway Iou Flat-railtrack Iou Flat-curb Iou Human-person Iou Human-rider Iou Vehicle-car Iou Vehicle-truck Iou Vehicle-bus Iou Vehicle-tramtrain Iou Vehicle-motorcycle Iou Vehicle-bicycle Iou Vehicle-caravan Iou Vehicle-cartrailer Iou Construction-building Iou Construction-door Iou Construction-wall Iou Construction-fenceguardrail Iou Construction-bridge Iou Construction-tunnel Iou Construction-stairs Iou Object-pole Iou Object-trafficsign Iou Object-trafficlight Iou Nature-vegetation Iou Nature-terrain Iou Sky Iou Void-ground Iou Void-dynamic Iou Void-static Iou Void-unclear
0.8994 0.2 20 0.9185 0.1824 0.2205 0.7956 nan 0.8398 0.9526 0.0 0.7086 0.0972 0.0 0.0416 0.0 0.0 0.9154 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8989 0.0 0.1218 0.0 0.0 nan 0.0 0.0018 0.0 0.0 0.9318 0.8259 0.9418 0.0 0.0 0.0 0.0 nan 0.6125 0.8115 0.0 0.6588 0.0885 0.0 0.0407 0.0 0.0 0.7250 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6258 0.0 0.1174 0.0 0.0 nan 0.0 0.0018 0.0 0.0 0.7664 0.6934 0.8782 0.0 0.0 0.0 0.0
1.0441 0.4 40 0.9159 0.1819 0.2192 0.7949 nan 0.8533 0.9506 0.0 0.6956 0.1025 0.0 0.0413 0.0 0.0 0.9078 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9106 0.0 0.1046 0.0 0.0 nan 0.0 0.0010 0.0 0.0 0.9319 0.7917 0.9440 0.0 0.0 0.0 0.0 nan 0.6078 0.8152 0.0 0.6591 0.0929 0.0 0.0403 0.0 0.0 0.7302 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6161 0.0 0.1019 0.0 0.0 nan 0.0 0.0010 0.0 0.0 0.7682 0.6913 0.8785 0.0 0.0 0.0 0.0
0.9559 0.6 60 0.9124 0.1839 0.2229 0.7974 nan 0.8477 0.9475 0.0 0.7436 0.1287 0.0 0.0388 0.0 0.0 0.9180 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9094 0.0 0.1183 0.0 0.0 nan 0.0 0.0015 0.0 0.0 0.9204 0.8372 0.9434 0.0 0.0 0.0 0.0 nan 0.6055 0.8205 0.0 0.6711 0.1126 0.0 0.0380 0.0 0.0 0.7227 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6218 0.0 0.1144 0.0 0.0 nan 0.0 0.0015 0.0 0.0 0.7749 0.7091 0.8782 0.0 0.0 0.0 0.0
0.954 0.8 80 0.9023 0.1837 0.2215 0.7967 nan 0.8424 0.9498 0.0 0.7398 0.1447 0.0 0.0470 0.0 0.0 0.9163 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9046 0.0 0.1169 0.0 0.0 nan 0.0 0.0018 0.0 0.0 0.9388 0.7670 0.9412 0.0 0.0 0.0 0.0 nan 0.6102 0.8199 0.0 0.6731 0.1254 0.0 0.0458 0.0 0.0 0.7243 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6220 0.0 0.1131 0.0 0.0 nan 0.0 0.0018 0.0 0.0 0.7646 0.6817 0.8798 0.0 0.0 0.0 0.0
0.852 1.0 100 0.8860 0.1839 0.2218 0.7973 nan 0.8695 0.9450 0.0 0.7107 0.1460 0.0 0.0565 0.0 0.0 0.9142 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9131 0.0 0.1054 0.0 0.0 nan 0.0 0.0013 0.0 0.0 0.9311 0.7820 0.9449 0.0 0.0 0.0 0.0 nan 0.6076 0.8255 0.0 0.6667 0.1273 0.0 0.0547 0.0 0.0 0.7272 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6160 0.0 0.1026 0.0 0.0 nan 0.0 0.0013 0.0 0.0 0.7711 0.6904 0.8794 0.0 0.0 0.0 0.0
1.1704 1.2 120 0.8873 0.1856 0.2241 0.7992 nan 0.8439 0.9494 0.0 0.7551 0.1495 0.0 0.0572 0.0 0.0 0.9188 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8992 0.0 0.1343 0.0 0.0 nan 0.0 0.0036 0.0 0.0 0.9351 0.8044 0.9459 0.0 0.0 0.0 0.0 nan 0.6168 0.8208 0.0 0.6752 0.1294 0.0 0.0555 0.0 0.0 0.7247 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6264 0.0 0.1284 0.0 0.0 nan 0.0 0.0036 0.0 0.0 0.7701 0.6956 0.8796 0.0 0.0 0.0 0.0
1.2101 1.4 140 0.8773 0.1863 0.2245 0.7992 nan 0.8307 0.9524 0.0 0.7453 0.1570 0.0 0.0734 0.0 0.0 0.9222 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9014 0.0 0.1408 0.0 0.0 nan 0.0 0.0032 0.0 0.0 0.9372 0.8047 0.9412 0.0 0.0 0.0 0.0 nan 0.6218 0.8175 0.0 0.6692 0.1355 0.0 0.0703 0.0 0.0 0.7188 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6266 0.0 0.1336 0.0 0.0 nan 0.0 0.0032 0.0 0.0 0.7702 0.6987 0.8815 0.0 0.0 0.0 0.0
1.1823 1.6 160 0.8691 0.1877 0.2255 0.8010 nan 0.8620 0.9476 0.0 0.7408 0.1586 0.0 0.0745 0.0 0.0 0.9175 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9066 0.0 0.1510 0.0 0.0 nan 0.0 0.0026 0.0 0.0 0.9313 0.8042 0.9462 0.0 0.0 0.0 0.0 nan 0.6176 0.8242 0.0 0.6895 0.1374 0.0 0.0713 0.0 0.0 0.7313 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6242 0.0 0.1415 0.0 0.0 nan 0.0 0.0026 0.0 0.0 0.7747 0.7002 0.8802 0.0 0.0 0.0 0.0
0.8903 1.8 180 0.8694 0.1877 0.2257 0.8015 nan 0.8801 0.9430 0.0 0.7577 0.1548 0.0 0.0671 0.0 0.0 0.9159 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8977 0.0 0.1630 0.0 0.0 nan 0.0 0.0037 0.0 0.0 0.9389 0.7767 0.9482 0.0 0.0 0.0000 0.0 nan 0.6151 0.8305 0.0 0.6952 0.1341 0.0 0.0646 0.0 0.0 0.7325 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6302 0.0 0.1510 0.0 0.0 nan 0.0 0.0037 0.0 0.0 0.7682 0.6884 0.8802 0.0 0.0 0.0000 0.0
1.0182 2.0 200 0.8606 0.1889 0.2273 0.8028 nan 0.8546 0.9471 0.0 0.7733 0.1752 0.0 0.0810 0.0 0.0 0.9168 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9049 0.0 0.1563 0.0 0.0 nan 0.0 0.0032 0.0 0.0 0.9343 0.8129 0.9430 0.0 0.0 0.0000 0.0 nan 0.6254 0.8278 0.0 0.6939 0.1483 0.0 0.0775 0.0 0.0 0.7310 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6259 0.0 0.1455 0.0 0.0 nan 0.0 0.0031 0.0 0.0 0.7723 0.7014 0.8822 0.0 0.0 0.0000 0.0
0.7128 2.2 220 0.8548 0.1892 0.2276 0.8030 nan 0.8565 0.9498 0.0 0.7546 0.1793 0.0 0.0829 0.0 0.0 0.9215 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9108 0.0 0.1514 0.0 0.0 nan 0.0 0.0032 0.0 0.0 0.9203 0.8333 0.9477 0.0 0.0 0.0000 0.0 nan 0.6258 0.8249 0.0 0.6952 0.1508 0.0 0.0793 0.0 0.0 0.7262 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6244 0.0 0.1418 0.0 0.0 nan 0.0 0.0032 0.0 0.0 0.7801 0.7113 0.8817 0.0 0.0 0.0000 0.0
0.7744 2.4 240 0.8551 0.1899 0.2280 0.8031 nan 0.8646 0.9441 0.0 0.7575 0.1919 0.0 0.0991 0.0 0.0 0.9153 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9056 0.0 0.1533 0.0 0.0 nan 0.0 0.0039 0.0 0.0 0.9358 0.8085 0.9454 0.0 0.0 0.0001 0.0 nan 0.6210 0.8313 0.0 0.6983 0.1577 0.0 0.0936 0.0 0.0 0.7317 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6264 0.0 0.1433 0.0 0.0 nan 0.0 0.0039 0.0 0.0 0.7730 0.7030 0.8826 0.0 0.0 0.0001 0.0
0.9597 2.6 260 0.8491 0.1915 0.2305 0.8045 nan 0.8490 0.9456 0.0 0.7801 0.2106 0.0 0.1075 0.0 0.0 0.9149 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9040 0.0 0.1790 0.0000 0.0 nan 0.0 0.0050 0.0 0.0 0.9318 0.8332 0.9458 0.0 0.0 0.0002 0.0 nan 0.6263 0.8307 0.0 0.6976 0.1691 0.0 0.1013 0.0 0.0 0.7308 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6302 0.0 0.1622 0.0000 0.0 nan 0.0 0.0050 0.0 0.0 0.7758 0.7086 0.8823 0.0 0.0 0.0002 0.0
1.0563 2.8 280 0.8415 0.1906 0.2281 0.8039 nan 0.8594 0.9509 0.0 0.7548 0.1894 0.0 0.1003 0.0 0.0 0.9161 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9158 0.0 0.1669 0.0 0.0 nan 0.0 0.0047 0.0 0.0 0.9266 0.7989 0.9423 0.0 0.0 0.0000 0.0 nan 0.6274 0.8266 0.0 0.7030 0.1585 0.0 0.0947 0.0 0.0 0.7288 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6259 0.0 0.1536 0.0 0.0 nan 0.0 0.0047 0.0 0.0 0.7797 0.7032 0.8831 0.0 0.0 0.0000 0.0
0.873 3.0 300 0.8417 0.1910 0.2293 0.8040 nan 0.8526 0.9497 0.0 0.7642 0.2033 0.0 0.1126 0.0 0.0 0.9263 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9039 0.0 0.1838 0.0 0.0 nan 0.0 0.0051 0.0 0.0 0.9333 0.7878 0.9452 0.0 0.0 0.0001 0.0 nan 0.6271 0.8286 0.0 0.6954 0.1664 0.0 0.1053 0.0 0.0 0.7202 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6335 0.0 0.1653 0.0 0.0 nan 0.0 0.0050 0.0 0.0 0.7757 0.6984 0.8834 0.0 0.0 0.0001 0.0
0.8197 3.2 320 0.8420 0.1910 0.2292 0.8036 nan 0.8367 0.9502 0.0 0.7854 0.2157 0.0 0.1159 0.0 0.0 0.9138 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9067 0.0 0.1796 0.0 0.0 nan 0.0 0.0053 0.0 0.0 0.9409 0.7721 0.9411 0.0 0.0 0.0001 0.0 nan 0.6317 0.8278 0.0 0.6904 0.1754 0.0 0.1085 0.0 0.0 0.7353 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6286 0.0 0.1619 0.0 0.0 nan 0.0 0.0053 0.0 0.0 0.7700 0.6848 0.8840 0.0 0.0 0.0001 0.0
1.0667 3.4 340 0.8304 0.1921 0.2301 0.8059 nan 0.8711 0.9466 0.0 0.7673 0.1991 0.0 0.1051 0.0 0.0 0.9174 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9085 0.0 0.1799 0.0 0.0 nan 0.0 0.0055 0.0 0.0 0.9293 0.8174 0.9453 0.0 0.0 0.0002 0.0 nan 0.6281 0.8319 0.0 0.7087 0.1664 0.0 0.0989 0.0 0.0 0.7352 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6287 0.0 0.1629 0.0 0.0 nan 0.0 0.0055 0.0 0.0 0.7794 0.7114 0.8835 0.0 0.0 0.0002 0.0
0.7125 3.6 360 0.8299 0.1924 0.2323 0.8062 nan 0.8713 0.9390 0.0 0.7967 0.2138 0.0 0.1172 0.0 0.0 0.9254 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8901 0.0 0.1930 0.0 0.0 nan 0.0 0.0071 0.0 0.0 0.9379 0.8236 0.9498 0.0 0.0 0.0005 0.0 nan 0.6314 0.8371 0.0 0.6978 0.1723 0.0 0.1094 0.0 0.0 0.7251 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6366 0.0 0.1710 0.0 0.0 nan 0.0 0.0071 0.0 0.0 0.7725 0.7082 0.8816 0.0 0.0 0.0005 0.0
0.9464 3.8 380 0.8261 0.1931 0.2317 0.8059 nan 0.8387 0.9523 0.0 0.7739 0.2171 0.0 0.1399 0.0 0.0 0.9234 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9063 0.0 0.1884 0.0 0.0 nan 0.0 0.0065 0.0 0.0 0.9274 0.8247 0.9485 0.0 0.0 0.0002 0.0 nan 0.6354 0.8265 0.0 0.6937 0.1762 0.0 0.1288 0.0 0.0 0.7273 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6324 0.0 0.1682 0.0 0.0 nan 0.0 0.0065 0.0 0.0 0.7809 0.7117 0.8835 0.0 0.0 0.0002 0.0
0.8507 4.0 400 0.8193 0.1932 0.2310 0.8060 nan 0.8562 0.9489 0.0 0.7721 0.2034 0.0 0.1338 0.0 0.0 0.9171 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9061 0.0 0.1953 0.0 0.0 nan 0.0 0.0061 0.0 0.0 0.9353 0.8039 0.9445 0.0 0.0 0.0003 0.0 nan 0.6299 0.8296 0.0 0.7067 0.1702 0.0 0.1234 0.0 0.0 0.7349 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6316 0.0 0.1729 0.0 0.0 nan 0.0 0.0061 0.0 0.0 0.7778 0.7063 0.8851 0.0 0.0 0.0003 0.0
1.1977 4.2 420 0.8203 0.1933 0.2312 0.8061 nan 0.8586 0.9506 0.0 0.7629 0.1993 0.0 0.1317 0.0 0.0 0.9203 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9110 0.0 0.2036 0.0 0.0 nan 0.0 0.0054 0.0 0.0 0.9264 0.8135 0.9447 0.0 0.0 0.0002 0.0 nan 0.6319 0.8277 0.0 0.7057 0.1685 0.0 0.1217 0.0 0.0 0.7346 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6292 0.0 0.1768 0.0 0.0 nan 0.0 0.0054 0.0 0.0 0.7831 0.7094 0.8861 0.0 0.0 0.0002 0.0
0.8554 4.4 440 0.8262 0.1933 0.2328 0.8055 nan 0.8301 0.9494 0.0 0.7944 0.2211 0.0 0.1424 0.0 0.0 0.9224 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9017 0.0 0.2125 0.0 0.0 nan 0.0 0.0069 0.0 0.0 0.9333 0.8196 0.9469 0.0 0.0 0.0005 0.0 nan 0.6319 0.8278 0.0 0.6795 0.1803 0.0 0.1315 0.0 0.0 0.7317 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6351 0.0 0.1827 0.0 0.0 nan 0.0 0.0069 0.0 0.0 0.7794 0.7066 0.8859 0.0 0.0 0.0005 0.0
1.1725 4.6 460 0.8199 0.1943 0.2333 0.8070 nan 0.8779 0.9403 0.0 0.7814 0.2232 0.0 0.1392 0.0 0.0 0.9257 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9003 0.0 0.2169 0.0 0.0 nan 0.0 0.0069 0.0 0.0 0.9329 0.8049 0.9487 0.0 0.0 0.0005 0.0 nan 0.6267 0.8374 0.0 0.7119 0.1800 0.0 0.1276 0.0 0.0 0.7295 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6362 0.0 0.1855 0.0 0.0 nan 0.0 0.0069 0.0 0.0 0.7801 0.7049 0.8854 0.0 0.0 0.0005 0.0
0.8091 4.8 480 0.8154 0.1946 0.2336 0.8062 nan 0.8288 0.9495 0.0 0.7873 0.2486 0.0 0.1507 0.0 0.0 0.9201 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8995 0.0 0.2135 0.0 0.0 nan 0.0 0.0079 0.0 0.0 0.9366 0.8165 0.9479 0.0 0.0 0.0006 0.0 nan 0.6337 0.8279 0.0 0.6956 0.1942 0.0 0.1374 0.0 0.0 0.7309 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6360 0.0 0.1829 0.0 0.0 nan 0.0 0.0079 0.0 0.0 0.7785 0.7089 0.8859 0.0 0.0 0.0006 0.0
0.7131 5.0 500 0.8094 0.1948 0.2335 0.8077 nan 0.8958 0.9348 0.0 0.7825 0.2308 0.0 0.1450 0.0 0.0 0.9134 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9175 0.0 0.1972 0.0 0.0 nan 0.0 0.0064 0.0 0.0 0.9286 0.8034 0.9498 0.0 0.0 0.0003 0.0 nan 0.6286 0.8417 0.0 0.7195 0.1827 0.0 0.1318 0.0 0.0 0.7359 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6271 0.0 0.1749 0.0 0.0 nan 0.0 0.0063 0.0 0.0 0.7840 0.7104 0.8852 0.0 0.0 0.0003 0.0
0.8448 5.2 520 0.8107 0.1939 0.2312 0.8059 nan 0.8489 0.9516 0.0 0.7632 0.2214 0.0 0.1502 0.0 0.0 0.9119 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9160 0.0 0.1999 0.0 0.0 nan 0.0 0.0069 0.0 0.0 0.9334 0.7829 0.9448 0.0 0.0 0.0001 0.0 nan 0.6331 0.8274 0.0 0.7018 0.1818 0.0 0.1376 0.0 0.0 0.7363 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6284 0.0 0.1759 0.0 0.0 nan 0.0 0.0069 0.0 0.0 0.7808 0.7011 0.8868 0.0 0.0 0.0001 0.0
0.718 5.4 540 0.8037 0.1953 0.2340 0.8078 nan 0.8531 0.9476 0.0 0.7795 0.2424 0.0 0.1572 0.0 0.0 0.9203 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8951 0.0 0.2226 0.0 0.0 nan 0.0 0.0081 0.0 0.0 0.9393 0.8070 0.9504 0.0 0.0 0.0008 0.0 nan 0.6365 0.8329 0.0 0.7070 0.1935 0.0 0.1431 0.0 0.0 0.7320 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6392 0.0 0.1891 0.0 0.0 nan 0.0 0.0081 0.0 0.0 0.7765 0.7018 0.8855 0.0 0.0 0.0008 0.0
0.743 5.6 560 0.8045 0.1958 0.2341 0.8080 nan 0.8597 0.9498 0.0 0.7553 0.2344 0.0 0.1531 0.0 0.0 0.9226 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9025 0.0 0.2335 0.0000 0.0 nan 0.0 0.0073 0.0 0.0 0.9269 0.8342 0.9444 0.0 0.0 0.0004 0.0 nan 0.6364 0.8294 0.0 0.7069 0.1897 0.0 0.1396 0.0 0.0 0.7324 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6375 0.0 0.1932 0.0000 0.0 nan 0.0 0.0073 0.0 0.0 0.7856 0.7150 0.8876 0.0 0.0 0.0004 0.0
0.7429 5.8 580 0.8002 0.1960 0.2347 0.8082 nan 0.8410 0.9502 0.0 0.7887 0.2528 0.0 0.1588 0.0 0.0 0.9209 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8994 0.0 0.2226 0.0 0.0 nan 0.0 0.0087 0.0 0.0 0.9340 0.8246 0.9442 0.0 0.0 0.0008 0.0 nan 0.6388 0.8303 0.0 0.7016 0.1994 0.0 0.1444 0.0 0.0 0.7341 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6384 0.0 0.1881 0.0 0.0 nan 0.0 0.0086 0.0 0.0 0.7807 0.7149 0.8876 0.0 0.0 0.0008 0.0
1.3848 6.0 600 0.7933 0.1965 0.2351 0.8090 nan 0.8591 0.9448 0.0 0.7879 0.2488 0.0 0.1709 0.0 0.0 0.9177 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9000 0.0 0.2240 0.0 0.0 nan 0.0 0.0083 0.0 0.0 0.9408 0.8121 0.9434 0.0 0.0 0.0009 0.0 nan 0.6362 0.8363 0.0 0.7118 0.1980 0.0 0.1537 0.0 0.0 0.7369 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6392 0.0 0.1898 0.0 0.0 nan 0.0 0.0083 0.0 0.0 0.7774 0.7079 0.8880 0.0 0.0 0.0009 0.0
0.824 6.2 620 0.7967 0.1956 0.2348 0.8076 nan 0.8341 0.9495 0.0 0.7963 0.2538 0.0 0.1701 0.0 0.0 0.9256 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8985 0.0 0.2224 0.0 0.0 nan 0.0 0.0095 0.0 0.0 0.9394 0.7987 0.9478 0.0 0.0 0.0013 0.0 nan 0.6376 0.8312 0.0 0.6930 0.2013 0.0 0.1537 0.0 0.0 0.7289 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6403 0.0 0.1888 0.0 0.0 nan 0.0 0.0094 0.0 0.0 0.7777 0.7025 0.8876 0.0 0.0 0.0013 0.0
0.991 6.4 640 0.7887 0.1963 0.2347 0.8092 nan 0.8629 0.9472 0.0 0.7841 0.2341 0.0 0.1695 0.0 0.0 0.9209 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9010 0.0 0.2270 0.0 0.0 nan 0.0 0.0096 0.0 0.0 0.9377 0.8027 0.9486 0.0 0.0 0.0010 0.0 nan 0.6378 0.8347 0.0 0.7145 0.1926 0.0 0.1523 0.0 0.0 0.7356 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6396 0.0 0.1911 0.0 0.0 nan 0.0 0.0096 0.0 0.0 0.7796 0.7029 0.8878 0.0 0.0 0.0010 0.0
0.9375 6.6 660 0.7923 0.1966 0.2348 0.8092 nan 0.8617 0.9454 0.0 0.7933 0.2520 0.0 0.1653 0.0 0.0 0.9167 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9085 0.0 0.2246 0.0 0.0 nan 0.0 0.0092 0.0 0.0 0.9392 0.7917 0.9417 0.0 0.0 0.0007 0.0 nan 0.6385 0.8362 0.0 0.7182 0.2012 0.0 0.1496 0.0 0.0 0.7403 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6361 0.0 0.1900 0.0 0.0 nan 0.0 0.0091 0.0 0.0 0.7792 0.6992 0.8887 0.0 0.0 0.0007 0.0
0.8419 6.8 680 0.7900 0.1965 0.2358 0.8094 nan 0.8614 0.9429 0.0 0.8050 0.2494 0.0 0.1607 0.0 0.0 0.9201 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8991 0.0 0.2276 0.0000 0.0 nan 0.0 0.0096 0.0 0.0 0.9378 0.8169 0.9484 0.0 0.0 0.0015 0.0 nan 0.6348 0.8376 0.0 0.7105 0.1980 0.0 0.1456 0.0 0.0 0.7370 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6407 0.0 0.1923 0.0000 0.0 nan 0.0 0.0095 0.0 0.0 0.7804 0.7103 0.8875 0.0 0.0 0.0015 0.0
0.8405 7.0 700 0.7905 0.1971 0.2360 0.8099 nan 0.8738 0.9420 0.0 0.7945 0.2426 0.0 0.1692 0.0 0.0 0.9219 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8987 0.0 0.2370 0.0 0.0 nan 0.0 0.0097 0.0 0.0 0.9377 0.8111 0.9483 0.0 0.0 0.0014 0.0 nan 0.6356 0.8390 0.0 0.7189 0.1950 0.0 0.1515 0.0 0.0 0.7359 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6410 0.0 0.1969 0.0 0.0 nan 0.0 0.0097 0.0 0.0 0.7809 0.7104 0.8876 0.0 0.0 0.0014 0.0
0.9715 7.2 720 0.7874 0.1968 0.2362 0.8095 nan 0.8768 0.9383 0.0 0.8023 0.2512 0.0 0.1712 0.0 0.0 0.9238 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8951 0.0 0.2382 0.0 0.0 nan 0.0 0.0098 0.0 0.0 0.9426 0.7956 0.9480 0.0 0.0 0.0019 0.0 nan 0.6367 0.8421 0.0 0.7199 0.1960 0.0 0.1533 0.0 0.0 0.7332 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6417 0.0 0.1975 0.0 0.0 nan 0.0 0.0098 0.0 0.0 0.7763 0.6992 0.8876 0.0 0.0 0.0019 0.0
0.7724 7.4 740 0.7915 0.1968 0.2362 0.8091 nan 0.8398 0.9487 0.0 0.8018 0.2608 0.0 0.1719 0.0 0.0 0.9207 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9087 0.0 0.2315 0.0 0.0 nan 0.0 0.0097 0.0 0.0 0.9300 0.8208 0.9481 0.0 0.0 0.0007 0.0 nan 0.6414 0.8324 0.0 0.6986 0.2052 0.0 0.1555 0.0 0.0 0.7371 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6364 0.0 0.1927 0.0 0.0 nan 0.0 0.0096 0.0 0.0 0.7860 0.7113 0.8875 0.0 0.0 0.0007 0.0
1.383 7.6 760 0.7824 0.1970 0.2367 0.8091 nan 0.8456 0.9449 0.0 0.8053 0.2649 0.0 0.1814 0.0 0.0 0.9223 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9019 0.0 0.2364 0.0 0.0 nan 0.0 0.0100 0.0 0.0 0.9366 0.8108 0.9494 0.0 0.0 0.0013 0.0 nan 0.6375 0.8363 0.0 0.7020 0.2052 0.0 0.1627 0.0 0.0 0.7352 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6396 0.0 0.1961 0.0 0.0 nan 0.0 0.0099 0.0 0.0 0.7818 0.7065 0.8877 0.0 0.0 0.0013 0.0
0.8534 7.8 780 0.7886 0.1964 0.2353 0.8078 nan 0.8278 0.9533 0.0 0.7803 0.2586 0.0 0.1821 0.0 0.0 0.9279 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9032 0.0 0.2372 0.0 0.0 nan 0.0 0.0103 0.0 0.0 0.9331 0.8001 0.9500 0.0 0.0 0.0014 0.0 nan 0.6431 0.8262 0.0 0.6920 0.2048 0.0 0.1631 0.0 0.0 0.7279 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6389 0.0 0.1955 0.0 0.0 nan 0.0 0.0102 0.0 0.0 0.7831 0.7072 0.8875 0.0 0.0 0.0014 0.0
0.7281 8.0 800 0.7854 0.1977 0.2368 0.8099 nan 0.8600 0.9436 0.0 0.7960 0.2662 0.0 0.1818 0.0 0.0 0.9229 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9079 0.0 0.2388 0.0000 0.0 nan 0.0 0.0100 0.0 0.0 0.9346 0.8066 0.9459 0.0 0.0 0.0011 0.0 nan 0.6396 0.8385 0.0 0.7166 0.2046 0.0 0.1626 0.0 0.0 0.7354 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6371 0.0 0.1970 0.0000 0.0 nan 0.0 0.0099 0.0 0.0 0.7838 0.7097 0.8888 0.0 0.0 0.0011 0.0
0.9046 8.2 820 0.7823 0.1976 0.2364 0.8097 nan 0.8513 0.9486 0.0 0.7782 0.2599 0.0 0.1809 0.0 0.0 0.9254 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9013 0.0 0.2411 0.0001 0.0 nan 0.0 0.0100 0.0 0.0 0.9338 0.8221 0.9455 0.0 0.0 0.0019 0.0 nan 0.6406 0.8324 0.0 0.7101 0.2041 0.0 0.1623 0.0 0.0 0.7338 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6411 0.0 0.1978 0.0001 0.0 nan 0.0 0.0099 0.0 0.0 0.7845 0.7146 0.8891 0.0 0.0 0.0019 0.0
0.7019 8.4 840 0.7834 0.1975 0.2364 0.8099 nan 0.8499 0.9476 0.0 0.7918 0.2640 0.0 0.1803 0.0 0.0 0.9235 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9015 0.0 0.2326 0.0000 0.0 nan 0.0 0.0106 0.0 0.0 0.9368 0.8132 0.9476 0.0 0.0 0.0021 0.0 nan 0.6411 0.8346 0.0 0.7084 0.2062 0.0 0.1619 0.0 0.0 0.7348 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6408 0.0 0.1939 0.0000 0.0 nan 0.0 0.0105 0.0 0.0 0.7820 0.7128 0.8884 0.0 0.0 0.0021 0.0
0.885 8.6 860 0.7877 0.1977 0.2373 0.8100 nan 0.8622 0.9417 0.0 0.8035 0.2708 0.0 0.1772 0.0 0.0 0.9241 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9109 0.0 0.2367 0.0000 0.0 nan 0.0 0.0104 0.0 0.0 0.9287 0.8143 0.9508 0.0 0.0 0.0011 0.0 nan 0.6363 0.8404 0.0 0.7137 0.2052 0.0 0.1592 0.0 0.0 0.7344 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6370 0.0 0.1964 0.0000 0.0 nan 0.0 0.0103 0.0 0.0 0.7872 0.7147 0.8874 0.0 0.0 0.0011 0.0
0.8822 8.8 880 0.7831 0.1978 0.2376 0.8103 nan 0.8765 0.9360 0.0 0.8054 0.2702 0.0 0.1818 0.0 0.0 0.9236 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9075 0.0 0.2339 0.0000 0.0 nan 0.0 0.0103 0.0 0.0 0.9358 0.8084 0.9494 0.0 0.0 0.0014 0.0 nan 0.6381 0.8443 0.0 0.7209 0.2022 0.0 0.1618 0.0 0.0 0.7352 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6382 0.0 0.1958 0.0000 0.0 nan 0.0 0.0103 0.0 0.0 0.7828 0.7080 0.8883 0.0 0.0 0.0014 0.0
0.5794 9.0 900 0.7825 0.1978 0.2363 0.8100 nan 0.8604 0.9462 0.0 0.7940 0.2673 0.0 0.1772 0.0 0.0 0.9188 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8940 0.0 0.2453 0.0000 0.0 nan 0.0 0.0105 0.0 0.0 0.9435 0.7907 0.9475 0.0 0.0 0.0025 0.0 nan 0.6417 0.8370 0.0 0.7175 0.2078 0.0 0.1590 0.0 0.0 0.7421 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6426 0.0 0.2008 0.0000 0.0 nan 0.0 0.0104 0.0 0.0 0.7766 0.7007 0.8888 0.0 0.0 0.0025 0.0
0.6408 9.2 920 0.7818 0.1976 0.2360 0.8094 nan 0.8462 0.9497 0.0 0.7917 0.2648 0.0 0.1855 0.0 0.0 0.9179 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9025 0.0 0.2383 0.0000 0.0 nan 0.0 0.0107 0.0 0.0 0.9391 0.7889 0.9494 0.0 0.0 0.0019 0.0 nan 0.6409 0.8327 0.0 0.7081 0.2091 0.0 0.1654 0.0 0.0 0.7419 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6404 0.0 0.1971 0.0000 0.0 nan 0.0 0.0107 0.0 0.0 0.7799 0.7025 0.8886 0.0 0.0 0.0019 0.0
0.7626 9.4 940 0.7804 0.1977 0.2363 0.8099 nan 0.8546 0.9474 0.0 0.7927 0.2683 0.0 0.1778 0.0 0.0 0.9225 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9002 0.0 0.2359 0.0001 0.0 nan 0.0 0.0105 0.0 0.0 0.9386 0.7972 0.9495 0.0 0.0 0.0023 0.0 nan 0.6407 0.8352 0.0 0.7153 0.2090 0.0 0.1597 0.0 0.0 0.7379 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6415 0.0 0.1961 0.0001 0.0 nan 0.0 0.0104 0.0 0.0 0.7806 0.7051 0.8887 0.0 0.0 0.0023 0.0
1.0868 9.6 960 0.7791 0.1979 0.2366 0.8103 nan 0.8627 0.9439 0.0 0.7967 0.2643 0.0 0.1783 0.0 0.0 0.9197 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9026 0.0 0.2389 0.0000 0.0 nan 0.0 0.0105 0.0 0.0 0.9402 0.8018 0.9475 0.0 0.0 0.0018 0.0 nan 0.6402 0.8386 0.0 0.7204 0.2061 0.0 0.1601 0.0 0.0 0.7399 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6401 0.0 0.1976 0.0000 0.0 nan 0.0 0.0105 0.0 0.0 0.7799 0.7048 0.8891 0.0 0.0 0.0018 0.0
0.7829 9.8 980 0.7843 0.1979 0.2365 0.8102 nan 0.8641 0.9430 0.0 0.8002 0.2667 0.0 0.1808 0.0 0.0 0.9165 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9020 0.0 0.2365 0.0000 0.0 nan 0.0 0.0105 0.0 0.0 0.9427 0.7922 0.9484 0.0 0.0 0.0019 0.0 nan 0.6390 0.8396 0.0 0.7200 0.2071 0.0 0.1619 0.0 0.0 0.7431 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6402 0.0 0.1968 0.0000 0.0 nan 0.0 0.0104 0.0 0.0 0.7777 0.7026 0.8888 0.0 0.0 0.0019 0.0
0.8179 10.0 1000 0.7810 0.1982 0.2367 0.8103 nan 0.8571 0.9478 0.0 0.7893 0.2689 0.0 0.1857 0.0 0.0 0.9203 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9048 0.0 0.2404 0.0000 0.0 nan 0.0 0.0102 0.0 0.0 0.9351 0.8000 0.9484 0.0 0.0 0.0017 0.0 nan 0.6411 0.8351 0.0 0.7179 0.2097 0.0 0.1654 0.0 0.0 0.7408 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6400 0.0 0.1981 0.0000 0.0 nan 0.0 0.0101 0.0 0.0 0.7837 0.7083 0.8890 0.0 0.0 0.0017 0.0

Framework versions

  • Transformers 4.41.1
  • Pytorch 2.3.0+cu118
  • Datasets 2.18.0
  • Tokenizers 0.19.1
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Safetensors
Model size
3.72M params
Tensor type
F32
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Inference API
Image Segmentation
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