mask2former-swin-large-apple-dms-v2-run2
This model is a fine-tuned version of facebook/mask2former-swin-large-ade-semantic on the AllanK24/apple-dms-materials-v2 dataset. It achieves the following results on the evaluation set:
- Mean Iou: 0.4924
- Mean Accuracy: 0.5439
- Overall Accuracy: 0.7754
- Iou Animal Skin: 0.5138
- Accuracy Animal Skin: 0.6616
- Iou Bone Teeth Horn: 0.3034
- Accuracy Bone Teeth Horn: 0.3308
- Iou Brickwork: 0.6460
- Accuracy Brickwork: 0.7062
- Iou Cardboard: 0.6173
- Accuracy Cardboard: 0.6630
- Iou Carpet Rug: 0.7423
- Accuracy Carpet Rug: 0.7982
- Iou Ceiling Tile: 0.7604
- Accuracy Ceiling Tile: 0.7921
- Iou Ceramic: 0.7092
- Accuracy Ceramic: 0.7840
- Iou Chalkboard Blackboard: 0.7850
- Accuracy Chalkboard Blackboard: 0.7920
- Iou Clutter: 0.0
- Accuracy Clutter: 0.0
- Iou Concrete: 0.3578
- Accuracy Concrete: 0.4204
- Iou Cork Corkboard: 0.0
- Accuracy Cork Corkboard: 0.0
- Iou Engineered Stone: 0.0
- Accuracy Engineered Stone: 0.0
- Iou Fabric Cloth: 0.8297
- Accuracy Fabric Cloth: 0.8762
- Iou Fiberglass Wool: 0.0
- Accuracy Fiberglass Wool: 0.0
- Iou Fire: 0.5141
- Accuracy Fire: 0.5263
- Iou Foliage: 0.8411
- Accuracy Foliage: 0.9001
- Iou Food: 0.8853
- Accuracy Food: 0.9362
- Iou Fur: 0.7892
- Accuracy Fur: 0.8188
- Iou Gemstone Quartz: 0.0
- Accuracy Gemstone Quartz: 0.0
- Iou Glass: 0.6774
- Accuracy Glass: 0.7394
- Iou Hair: 0.7840
- Accuracy Hair: 0.8635
- Iou Ice: 0.3668
- Accuracy Ice: 0.4372
- Iou Leather: 0.4687
- Accuracy Leather: 0.5153
- Iou Liquid Non-water: 0.0397
- Accuracy Liquid Non-water: 0.0407
- Iou Metal: 0.4040
- Accuracy Metal: 0.4706
- Iou Mirror: 0.6503
- Accuracy Mirror: 0.7135
- Iou Paint Plaster Enamel: 0.7540
- Accuracy Paint Plaster Enamel: 0.8088
- Iou Paper: 0.6587
- Accuracy Paper: 0.7244
- Iou Pearl: 0.0
- Accuracy Pearl: 0.0
- Iou Photograph Painting: 0.3588
- Accuracy Photograph Painting: 0.3986
- Iou Plastic Clear: 0.3451
- Accuracy Plastic Clear: 0.3924
- Iou Plastic Non-clear: 0.3908
- Accuracy Plastic Non-clear: 0.4459
- Iou Rubber Latex: 0.4497
- Accuracy Rubber Latex: 0.4965
- Iou Sand: 0.4740
- Accuracy Sand: 0.6465
- Iou Skin Lips: 0.8049
- Accuracy Skin Lips: 0.8875
- Iou Sky: 0.9551
- Accuracy Sky: 0.9747
- Iou Snow: 0.6837
- Accuracy Snow: 0.8071
- Iou Soap: 0.0
- Accuracy Soap: 0.0
- Iou Soil Mud: 0.4678
- Accuracy Soil Mud: 0.6047
- Iou Sponge: 0.0
- Accuracy Sponge: 0.0
- Iou Stone Natural: 0.6381
- Accuracy Stone Natural: 0.7449
- Iou Stone Polished: 0.1520
- Accuracy Stone Polished: 0.1533
- Iou Styrofoam: 0.0
- Accuracy Styrofoam: 0.0
- Iou Tile: 0.6568
- Accuracy Tile: 0.7024
- Iou Wallpaper: 0.4606
- Accuracy Wallpaper: 0.6150
- Iou Water: 0.8683
- Accuracy Water: 0.9125
- Iou Wax: 0.6867
- Accuracy Wax: 0.7402
- Iou Whiteboard: 0.8120
- Accuracy Whiteboard: 0.8484
- Iou Wicker: 0.6058
- Accuracy Wicker: 0.6636
- Iou Wood: 0.7397
- Accuracy Wood: 0.7946
- Iou Wood Tree: 0.3763
- Accuracy Wood Tree: 0.4487
- Iou Asphalt: 0.5823
- Accuracy Asphalt: 0.6888
- Loss: 232.1999
- Eval Runtime: 18.6089
- Eval Samples Per Second: 28.374
- Eval Steps Per Second: 14.187
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: 0.001
- train_batch_size: 32
- eval_batch_size: 16
- seed: 42
- distributed_type: multi-GPU
- num_devices: 8
- total_train_batch_size: 256
- total_eval_batch_size: 128
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 0.1
- num_epochs: 40
Training results
| Training Loss | Epoch | Step | Mean Iou | Mean Accuracy | Overall Accuracy | Iou Animal Skin | Accuracy Animal Skin | Iou Bone Teeth Horn | Accuracy Bone Teeth Horn | Iou Brickwork | Accuracy Brickwork | Iou Cardboard | Accuracy Cardboard | Iou Carpet Rug | Accuracy Carpet Rug | Iou Ceiling Tile | Accuracy Ceiling Tile | Iou Ceramic | Accuracy Ceramic | Iou Chalkboard Blackboard | Accuracy Chalkboard Blackboard | Iou Clutter | Accuracy Clutter | Iou Concrete | Accuracy Concrete | Iou Cork Corkboard | Accuracy Cork Corkboard | Iou Engineered Stone | Accuracy Engineered Stone | Iou Fabric Cloth | Accuracy Fabric Cloth | Iou Fiberglass Wool | Accuracy Fiberglass Wool | Iou Fire | Accuracy Fire | Iou Foliage | Accuracy Foliage | Iou Food | Accuracy Food | Iou Fur | Accuracy Fur | Iou Gemstone Quartz | Accuracy Gemstone Quartz | Iou Glass | Accuracy Glass | Iou Hair | Accuracy Hair | Iou Ice | Accuracy Ice | Iou Leather | Accuracy Leather | Iou Liquid Non-water | Accuracy Liquid Non-water | Iou Metal | Accuracy Metal | Iou Mirror | Accuracy Mirror | Iou Paint Plaster Enamel | Accuracy Paint Plaster Enamel | Iou Paper | Accuracy Paper | Iou Pearl | Accuracy Pearl | Iou Photograph Painting | Accuracy Photograph Painting | Iou Plastic Clear | Accuracy Plastic Clear | Iou Plastic Non-clear | Accuracy Plastic Non-clear | Iou Rubber Latex | Accuracy Rubber Latex | Iou Sand | Accuracy Sand | Iou Skin Lips | Accuracy Skin Lips | Iou Sky | Accuracy Sky | Iou Snow | Accuracy Snow | Iou Soap | Accuracy Soap | Iou Soil Mud | Accuracy Soil Mud | Iou Sponge | Accuracy Sponge | Iou Stone Natural | Accuracy Stone Natural | Iou Stone Polished | Accuracy Stone Polished | Iou Styrofoam | Accuracy Styrofoam | Iou Tile | Accuracy Tile | Iou Wallpaper | Accuracy Wallpaper | Iou Water | Accuracy Water | Iou Wax | Accuracy Wax | Iou Whiteboard | Accuracy Whiteboard | Iou Wicker | Accuracy Wicker | Iou Wood | Accuracy Wood | Iou Wood Tree | Accuracy Wood Tree | Iou Asphalt | Accuracy Asphalt | Validation Loss | Eval Runtime | Eval Samples Per Second | Eval Steps Per Second |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 267.7158 | 2.6923 | 350 | 0.2601 | 0.2862 | 0.6401 | 0.0085 | 0.0085 | 0.0868 | 0.0932 | 0.0856 | 0.0866 | 0.3492 | 0.4594 | 0.5437 | 0.5748 | 0.5881 | 0.6084 | 0.4674 | 0.5054 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0056 | 0.0057 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7879 | 0.8479 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8148 | 0.8730 | 0.6555 | 0.7173 | 0.6899 | 0.8011 | 0.0 | 0.0 | 0.5437 | 0.5947 | 0.7213 | 0.8154 | 0.0 | 0.0 | 0.1783 | 0.1846 | 0.0 | 0.0 | 0.2622 | 0.2913 | 0.5424 | 0.5714 | 0.6809 | 0.7217 | 0.5221 | 0.6370 | 0.0 | 0.0 | 0.1989 | 0.2037 | 0.0959 | 0.0988 | 0.1788 | 0.1874 | 0.0902 | 0.0935 | 0.0 | 0.0 | 0.7405 | 0.8433 | 0.9166 | 0.9356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2165 | 0.3940 | 0.0 | 0.0 | 0.2461 | 0.2871 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4774 | 0.4965 | 0.0861 | 0.0861 | 0.8316 | 0.8953 | 0.0 | 0.0 | 0.0659 | 0.0713 | 0.0765 | 0.0771 | 0.5712 | 0.6046 | 0.1978 | 0.2083 | 0.0 | 0.0 | 267.4597 | 22.6589 | 23.302 | 11.651 |
| 267.7158 | 2.6923 | 350 | 0.2601 | 0.2862 | 0.6401 | 0.0085 | 0.0085 | 0.0868 | 0.0932 | 0.0856 | 0.0866 | 0.3492 | 0.4594 | 0.5437 | 0.5748 | 0.5881 | 0.6084 | 0.4674 | 0.5054 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0056 | 0.0057 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7879 | 0.8479 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8148 | 0.8730 | 0.6555 | 0.7173 | 0.6899 | 0.8011 | 0.0 | 0.0 | 0.5437 | 0.5947 | 0.7213 | 0.8154 | 0.0 | 0.0 | 0.1783 | 0.1846 | 0.0 | 0.0 | 0.2622 | 0.2913 | 0.5424 | 0.5714 | 0.6809 | 0.7217 | 0.5221 | 0.6370 | 0.0 | 0.0 | 0.1989 | 0.2037 | 0.0959 | 0.0988 | 0.1788 | 0.1874 | 0.0902 | 0.0935 | 0.0 | 0.0 | 0.7405 | 0.8433 | 0.9166 | 0.9356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2165 | 0.3940 | 0.0 | 0.0 | 0.2461 | 0.2871 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4774 | 0.4965 | 0.0861 | 0.0861 | 0.8316 | 0.8953 | 0.0 | 0.0 | 0.0659 | 0.0713 | 0.0765 | 0.0771 | 0.5712 | 0.6046 | 0.1978 | 0.2083 | 0.0 | 0.0 | 267.4597 | 22.6589 | 23.302 | 11.651 |
| 245.1085 | 5.3846 | 700 | 0.3041 | 0.3361 | 0.7098 | 0.0182 | 0.0208 | 0.1368 | 0.1553 | 0.1631 | 0.1643 | 0.2799 | 0.2813 | 0.5725 | 0.5974 | 0.7514 | 0.7801 | 0.5978 | 0.6452 | 0.1702 | 0.1721 | 0.0 | 0.0 | 0.0082 | 0.0082 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7947 | 0.8433 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8388 | 0.9183 | 0.7209 | 0.8498 | 0.7180 | 0.8774 | 0.0 | 0.0 | 0.6148 | 0.6730 | 0.7409 | 0.8483 | 0.0 | 0.0 | 0.2161 | 0.2256 | 0.0 | 0.0 | 0.2898 | 0.3229 | 0.4960 | 0.6447 | 0.7434 | 0.8270 | 0.5921 | 0.6547 | 0.0 | 0.0 | 0.3343 | 0.3915 | 0.0886 | 0.1110 | 0.2851 | 0.3165 | 0.3827 | 0.4141 | 0.0 | 0.0 | 0.7623 | 0.8460 | 0.9030 | 0.9217 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0291 | 0.0304 | 0.0 | 0.0 | 0.3609 | 0.4393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4151 | 0.4244 | 0.0 | 0.0 | 0.8191 | 0.8930 | 0.0043 | 0.0043 | 0.4064 | 0.4949 | 0.2941 | 0.2985 | 0.7141 | 0.7868 | 0.1126 | 0.1165 | 0.4383 | 0.4800 | 262.5074 | 17.5919 | 30.014 | 15.007 |
| 245.1085 | 5.3846 | 700 | 0.3041 | 0.3361 | 0.7098 | 0.0182 | 0.0208 | 0.1368 | 0.1553 | 0.1631 | 0.1643 | 0.2799 | 0.2813 | 0.5725 | 0.5974 | 0.7514 | 0.7801 | 0.5978 | 0.6452 | 0.1702 | 0.1721 | 0.0 | 0.0 | 0.0082 | 0.0082 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7947 | 0.8433 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8388 | 0.9183 | 0.7209 | 0.8498 | 0.7180 | 0.8774 | 0.0 | 0.0 | 0.6148 | 0.6730 | 0.7409 | 0.8483 | 0.0 | 0.0 | 0.2161 | 0.2256 | 0.0 | 0.0 | 0.2898 | 0.3229 | 0.4960 | 0.6447 | 0.7434 | 0.8270 | 0.5921 | 0.6547 | 0.0 | 0.0 | 0.3343 | 0.3915 | 0.0886 | 0.1110 | 0.2851 | 0.3165 | 0.3827 | 0.4141 | 0.0 | 0.0 | 0.7623 | 0.8460 | 0.9030 | 0.9217 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0291 | 0.0304 | 0.0 | 0.0 | 0.3609 | 0.4393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4151 | 0.4244 | 0.0 | 0.0 | 0.8191 | 0.8930 | 0.0043 | 0.0043 | 0.4064 | 0.4949 | 0.2941 | 0.2985 | 0.7141 | 0.7868 | 0.1126 | 0.1165 | 0.4383 | 0.4800 | 262.5074 | 17.5919 | 30.014 | 15.007 |
| 238.3395 | 8.0769 | 1050 | 0.3766 | 0.4235 | 0.7899 | 0.0416 | 0.0422 | 0.1001 | 0.1031 | 0.5793 | 0.6014 | 0.5708 | 0.6609 | 0.7199 | 0.7748 | 0.7763 | 0.8297 | 0.6370 | 0.7322 | 0.7133 | 0.7306 | 0.0 | 0.0 | 0.2106 | 0.2285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8163 | 0.8928 | 0.0 | 0.0 | 0.0083 | 0.0083 | 0.8308 | 0.9117 | 0.7285 | 0.9267 | 0.7629 | 0.8854 | 0.0 | 0.0 | 0.6541 | 0.7694 | 0.7553 | 0.8445 | 0.0 | 0.0 | 0.3390 | 0.3599 | 0.0012 | 0.0012 | 0.3941 | 0.5062 | 0.5606 | 0.6560 | 0.7490 | 0.8639 | 0.6475 | 0.7285 | 0.0 | 0.0 | 0.2894 | 0.3242 | 0.2796 | 0.3194 | 0.3883 | 0.4595 | 0.2333 | 0.2488 | 0.0003 | 0.0003 | 0.7755 | 0.8674 | 0.9295 | 0.9527 | 0.2393 | 0.2518 | 0.0 | 0.0 | 0.2675 | 0.4176 | 0.0 | 0.0 | 0.3424 | 0.4011 | 0.0726 | 0.0731 | 0.0 | 0.0 | 0.6613 | 0.8170 | 0.0625 | 0.0632 | 0.8237 | 0.8950 | 0.0466 | 0.0470 | 0.6700 | 0.7120 | 0.3577 | 0.3750 | 0.7531 | 0.8582 | 0.2752 | 0.3068 | 0.5193 | 0.5747 | 257.2004 | 19.3617 | 27.27 | 13.635 |
| 238.3395 | 8.0769 | 1050 | 0.3766 | 0.4235 | 0.7899 | 0.0416 | 0.0422 | 0.1001 | 0.1031 | 0.5793 | 0.6014 | 0.5708 | 0.6609 | 0.7199 | 0.7748 | 0.7763 | 0.8297 | 0.6370 | 0.7322 | 0.7133 | 0.7306 | 0.0 | 0.0 | 0.2106 | 0.2285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8163 | 0.8928 | 0.0 | 0.0 | 0.0083 | 0.0083 | 0.8308 | 0.9117 | 0.7285 | 0.9267 | 0.7629 | 0.8854 | 0.0 | 0.0 | 0.6541 | 0.7694 | 0.7553 | 0.8445 | 0.0 | 0.0 | 0.3390 | 0.3599 | 0.0012 | 0.0012 | 0.3941 | 0.5062 | 0.5606 | 0.6560 | 0.7490 | 0.8639 | 0.6475 | 0.7285 | 0.0 | 0.0 | 0.2894 | 0.3242 | 0.2796 | 0.3194 | 0.3883 | 0.4595 | 0.2333 | 0.2488 | 0.0003 | 0.0003 | 0.7755 | 0.8674 | 0.9295 | 0.9527 | 0.2393 | 0.2518 | 0.0 | 0.0 | 0.2675 | 0.4176 | 0.0 | 0.0 | 0.3424 | 0.4011 | 0.0726 | 0.0731 | 0.0 | 0.0 | 0.6613 | 0.8170 | 0.0625 | 0.0632 | 0.8237 | 0.8950 | 0.0466 | 0.0470 | 0.6700 | 0.7120 | 0.3577 | 0.3750 | 0.7531 | 0.8582 | 0.2752 | 0.3068 | 0.5193 | 0.5747 | 257.2004 | 19.3617 | 27.27 | 13.635 |
| 232.5290 | 10.7692 | 1400 | 0.3708 | 0.4082 | 0.7468 | 0.0090 | 0.0090 | 0.1127 | 0.1188 | 0.6153 | 0.6613 | 0.4381 | 0.4636 | 0.7065 | 0.7681 | 0.5983 | 0.6068 | 0.6753 | 0.7880 | 0.4985 | 0.5004 | 0.0 | 0.0 | 0.0187 | 0.0193 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8225 | 0.8796 | 0.0 | 0.0 | 0.0020 | 0.0020 | 0.8369 | 0.8920 | 0.7050 | 0.9287 | 0.7167 | 0.8693 | 0.0 | 0.0 | 0.6582 | 0.7405 | 0.7516 | 0.8211 | 0.0 | 0.0 | 0.2974 | 0.3180 | 0.0002 | 0.0002 | 0.3778 | 0.4557 | 0.5688 | 0.6176 | 0.7548 | 0.8284 | 0.6359 | 0.7130 | 0.0 | 0.0 | 0.3274 | 0.3869 | 0.2050 | 0.2231 | 0.3246 | 0.3590 | 0.1779 | 0.1884 | 0.0393 | 0.0393 | 0.7773 | 0.8673 | 0.9374 | 0.9582 | 0.5757 | 0.6661 | 0.0 | 0.0 | 0.1975 | 0.2174 | 0.0 | 0.0 | 0.3844 | 0.4108 | 0.0226 | 0.0226 | 0.0 | 0.0 | 0.6568 | 0.7478 | 0.4183 | 0.4457 | 0.8461 | 0.8822 | 0.2074 | 0.2193 | 0.6784 | 0.7213 | 0.4699 | 0.5483 | 0.6750 | 0.7149 | 0.2811 | 0.3260 | 0.2772 | 0.2780 | 254.2219 | 16.8167 | 31.397 | 15.699 |
| 232.5290 | 10.7692 | 1400 | 0.3708 | 0.4082 | 0.7468 | 0.0090 | 0.0090 | 0.1127 | 0.1188 | 0.6153 | 0.6613 | 0.4381 | 0.4636 | 0.7065 | 0.7681 | 0.5983 | 0.6068 | 0.6753 | 0.7880 | 0.4985 | 0.5004 | 0.0 | 0.0 | 0.0187 | 0.0193 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8225 | 0.8796 | 0.0 | 0.0 | 0.0020 | 0.0020 | 0.8369 | 0.8920 | 0.7050 | 0.9287 | 0.7167 | 0.8693 | 0.0 | 0.0 | 0.6582 | 0.7405 | 0.7516 | 0.8211 | 0.0 | 0.0 | 0.2974 | 0.3180 | 0.0002 | 0.0002 | 0.3778 | 0.4557 | 0.5688 | 0.6176 | 0.7548 | 0.8284 | 0.6359 | 0.7130 | 0.0 | 0.0 | 0.3274 | 0.3869 | 0.2050 | 0.2231 | 0.3246 | 0.3590 | 0.1779 | 0.1884 | 0.0393 | 0.0393 | 0.7773 | 0.8673 | 0.9374 | 0.9582 | 0.5757 | 0.6661 | 0.0 | 0.0 | 0.1975 | 0.2174 | 0.0 | 0.0 | 0.3844 | 0.4108 | 0.0226 | 0.0226 | 0.0 | 0.0 | 0.6568 | 0.7478 | 0.4183 | 0.4457 | 0.8461 | 0.8822 | 0.2074 | 0.2193 | 0.6784 | 0.7213 | 0.4699 | 0.5483 | 0.6750 | 0.7149 | 0.2811 | 0.3260 | 0.2772 | 0.2780 | 254.2219 | 16.8167 | 31.397 | 15.699 |
| 227.7363 | 13.4615 | 1750 | 0.4236 | 0.4698 | 0.7642 | 0.1525 | 0.1539 | 0.1698 | 0.1866 | 0.6741 | 0.7562 | 0.5705 | 0.6253 | 0.7069 | 0.7597 | 0.7773 | 0.8089 | 0.6760 | 0.7549 | 0.6837 | 0.8099 | 0.0 | 0.0 | 0.4006 | 0.5191 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8228 | 0.8856 | 0.0 | 0.0 | 0.0782 | 0.0791 | 0.8386 | 0.9096 | 0.8332 | 0.8907 | 0.7477 | 0.8696 | 0.0 | 0.0 | 0.6498 | 0.7163 | 0.7640 | 0.8612 | 0.0 | 0.0 | 0.1649 | 0.1693 | 0.0147 | 0.0147 | 0.3548 | 0.4005 | 0.6236 | 0.6914 | 0.7543 | 0.8115 | 0.6599 | 0.7539 | 0.0 | 0.0 | 0.4176 | 0.4925 | 0.2814 | 0.3419 | 0.3030 | 0.3234 | 0.3944 | 0.4350 | 0.4487 | 0.4535 | 0.7807 | 0.8471 | 0.9421 | 0.9682 | 0.3708 | 0.4645 | 0.0 | 0.0 | 0.3536 | 0.4456 | 0.0 | 0.0 | 0.6166 | 0.7756 | 0.1470 | 0.1487 | 0.0 | 0.0 | 0.6162 | 0.6585 | 0.4355 | 0.5598 | 0.8205 | 0.9125 | 0.2105 | 0.2240 | 0.7230 | 0.7536 | 0.5940 | 0.6207 | 0.7428 | 0.8148 | 0.2579 | 0.2749 | 0.4543 | 0.4846 | 249.6761 | 18.3851 | 28.719 | 14.359 |
| 227.7363 | 13.4615 | 1750 | 0.4236 | 0.4698 | 0.7642 | 0.1525 | 0.1539 | 0.1698 | 0.1866 | 0.6741 | 0.7562 | 0.5705 | 0.6253 | 0.7069 | 0.7597 | 0.7773 | 0.8089 | 0.6760 | 0.7549 | 0.6837 | 0.8099 | 0.0 | 0.0 | 0.4006 | 0.5191 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8228 | 0.8856 | 0.0 | 0.0 | 0.0782 | 0.0791 | 0.8386 | 0.9096 | 0.8332 | 0.8907 | 0.7477 | 0.8696 | 0.0 | 0.0 | 0.6498 | 0.7163 | 0.7640 | 0.8612 | 0.0 | 0.0 | 0.1649 | 0.1693 | 0.0147 | 0.0147 | 0.3548 | 0.4005 | 0.6236 | 0.6914 | 0.7543 | 0.8115 | 0.6599 | 0.7539 | 0.0 | 0.0 | 0.4176 | 0.4925 | 0.2814 | 0.3419 | 0.3030 | 0.3234 | 0.3944 | 0.4350 | 0.4487 | 0.4535 | 0.7807 | 0.8471 | 0.9421 | 0.9682 | 0.3708 | 0.4645 | 0.0 | 0.0 | 0.3536 | 0.4456 | 0.0 | 0.0 | 0.6166 | 0.7756 | 0.1470 | 0.1487 | 0.0 | 0.0 | 0.6162 | 0.6585 | 0.4355 | 0.5598 | 0.8205 | 0.9125 | 0.2105 | 0.2240 | 0.7230 | 0.7536 | 0.5940 | 0.6207 | 0.7428 | 0.8148 | 0.2579 | 0.2749 | 0.4543 | 0.4846 | 249.6761 | 18.3851 | 28.719 | 14.359 |
| 223.3414 | 16.1538 | 2100 | 0.4301 | 0.4730 | 0.7649 | 0.0706 | 0.0811 | 0.1351 | 0.1535 | 0.6565 | 0.7284 | 0.5340 | 0.5771 | 0.7359 | 0.7886 | 0.7759 | 0.8247 | 0.6639 | 0.7176 | 0.6795 | 0.6911 | 0.0 | 0.0 | 0.3741 | 0.4271 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8199 | 0.8757 | 0.0 | 0.0 | 0.1605 | 0.2253 | 0.8441 | 0.9024 | 0.8690 | 0.9146 | 0.7603 | 0.8581 | 0.0 | 0.0 | 0.6461 | 0.7091 | 0.7652 | 0.8429 | 0.0 | 0.0 | 0.4303 | 0.4601 | 0.0016 | 0.0016 | 0.4039 | 0.4723 | 0.6167 | 0.6665 | 0.7446 | 0.7999 | 0.6216 | 0.6671 | 0.0 | 0.0 | 0.3426 | 0.4318 | 0.2705 | 0.3059 | 0.3660 | 0.4095 | 0.4137 | 0.4384 | 0.4177 | 0.4426 | 0.7878 | 0.8659 | 0.9421 | 0.9693 | 0.4136 | 0.4157 | 0.0 | 0.0 | 0.3368 | 0.4123 | 0.0 | 0.0 | 0.5643 | 0.7529 | 0.0659 | 0.0660 | 0.0 | 0.0 | 0.6555 | 0.7188 | 0.4169 | 0.5325 | 0.8055 | 0.9149 | 0.2832 | 0.2929 | 0.7676 | 0.7833 | 0.5452 | 0.6203 | 0.7517 | 0.8223 | 0.3666 | 0.3995 | 0.5420 | 0.6165 | 247.9917 | 20.4657 | 25.799 | 12.9 |
| 223.3414 | 16.1538 | 2100 | 0.4301 | 0.4730 | 0.7649 | 0.0706 | 0.0811 | 0.1351 | 0.1535 | 0.6565 | 0.7284 | 0.5340 | 0.5771 | 0.7359 | 0.7886 | 0.7759 | 0.8247 | 0.6639 | 0.7176 | 0.6795 | 0.6911 | 0.0 | 0.0 | 0.3741 | 0.4271 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8199 | 0.8757 | 0.0 | 0.0 | 0.1605 | 0.2253 | 0.8441 | 0.9024 | 0.8690 | 0.9146 | 0.7603 | 0.8581 | 0.0 | 0.0 | 0.6461 | 0.7091 | 0.7652 | 0.8429 | 0.0 | 0.0 | 0.4303 | 0.4601 | 0.0016 | 0.0016 | 0.4039 | 0.4723 | 0.6167 | 0.6665 | 0.7446 | 0.7999 | 0.6216 | 0.6671 | 0.0 | 0.0 | 0.3426 | 0.4318 | 0.2705 | 0.3059 | 0.3660 | 0.4095 | 0.4137 | 0.4384 | 0.4177 | 0.4426 | 0.7878 | 0.8659 | 0.9421 | 0.9693 | 0.4136 | 0.4157 | 0.0 | 0.0 | 0.3368 | 0.4123 | 0.0 | 0.0 | 0.5643 | 0.7529 | 0.0659 | 0.0660 | 0.0 | 0.0 | 0.6555 | 0.7188 | 0.4169 | 0.5325 | 0.8055 | 0.9149 | 0.2832 | 0.2929 | 0.7676 | 0.7833 | 0.5452 | 0.6203 | 0.7517 | 0.8223 | 0.3666 | 0.3995 | 0.5420 | 0.6165 | 247.9917 | 20.4657 | 25.799 | 12.9 |
| 218.7261 | 18.8462 | 2450 | 0.4167 | 0.4481 | 0.7354 | 0.5974 | 0.6299 | 0.1423 | 0.1492 | 0.6151 | 0.6581 | 0.5105 | 0.5245 | 0.7110 | 0.7679 | 0.6066 | 0.6188 | 0.6513 | 0.7002 | 0.7374 | 0.7611 | 0.0 | 0.0 | 0.3087 | 0.3738 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8201 | 0.8716 | 0.0 | 0.0 | 0.0497 | 0.0497 | 0.8376 | 0.8937 | 0.8608 | 0.8972 | 0.8117 | 0.8575 | 0.0 | 0.0 | 0.6404 | 0.6954 | 0.7708 | 0.8635 | 0.0 | 0.0 | 0.2354 | 0.2447 | 0.0 | 0.0 | 0.3886 | 0.4400 | 0.5851 | 0.6287 | 0.7394 | 0.7949 | 0.6151 | 0.6630 | 0.0 | 0.0 | 0.1149 | 0.1165 | 0.2433 | 0.2738 | 0.2826 | 0.3003 | 0.3924 | 0.4136 | 0.3161 | 0.3652 | 0.7897 | 0.8723 | 0.9413 | 0.9607 | 0.6527 | 0.6580 | 0.0 | 0.0 | 0.3867 | 0.4840 | 0.0 | 0.0 | 0.5215 | 0.6070 | 0.0001 | 0.0001 | 0.0 | 0.0 | 0.6090 | 0.6471 | 0.4214 | 0.4895 | 0.8302 | 0.9108 | 0.1135 | 0.1174 | 0.7509 | 0.7704 | 0.6039 | 0.6381 | 0.6936 | 0.7307 | 0.2456 | 0.2620 | 0.5250 | 0.6013 | 245.4142 | 17.3336 | 30.461 | 15.231 |
| 218.7261 | 18.8462 | 2450 | 0.4167 | 0.4481 | 0.7354 | 0.5974 | 0.6299 | 0.1423 | 0.1492 | 0.6151 | 0.6581 | 0.5105 | 0.5245 | 0.7110 | 0.7679 | 0.6066 | 0.6188 | 0.6513 | 0.7002 | 0.7374 | 0.7611 | 0.0 | 0.0 | 0.3087 | 0.3738 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8201 | 0.8716 | 0.0 | 0.0 | 0.0497 | 0.0497 | 0.8376 | 0.8937 | 0.8608 | 0.8972 | 0.8117 | 0.8575 | 0.0 | 0.0 | 0.6404 | 0.6954 | 0.7708 | 0.8635 | 0.0 | 0.0 | 0.2354 | 0.2447 | 0.0 | 0.0 | 0.3886 | 0.4400 | 0.5851 | 0.6287 | 0.7394 | 0.7949 | 0.6151 | 0.6630 | 0.0 | 0.0 | 0.1149 | 0.1165 | 0.2433 | 0.2738 | 0.2826 | 0.3003 | 0.3924 | 0.4136 | 0.3161 | 0.3652 | 0.7897 | 0.8723 | 0.9413 | 0.9607 | 0.6527 | 0.6580 | 0.0 | 0.0 | 0.3867 | 0.4840 | 0.0 | 0.0 | 0.5215 | 0.6070 | 0.0001 | 0.0001 | 0.0 | 0.0 | 0.6090 | 0.6471 | 0.4214 | 0.4895 | 0.8302 | 0.9108 | 0.1135 | 0.1174 | 0.7509 | 0.7704 | 0.6039 | 0.6381 | 0.6936 | 0.7307 | 0.2456 | 0.2620 | 0.5250 | 0.6013 | 245.4142 | 17.3336 | 30.461 | 15.231 |
| 214.1712 | 21.5385 | 2800 | 0.4641 | 0.5162 | 0.7868 | 0.4760 | 0.5415 | 0.2095 | 0.2195 | 0.6452 | 0.6962 | 0.5722 | 0.6133 | 0.7276 | 0.7825 | 0.8037 | 0.8394 | 0.7173 | 0.8011 | 0.8462 | 0.8663 | 0.0 | 0.0 | 0.3890 | 0.4667 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8221 | 0.8683 | 0.0 | 0.0 | 0.0659 | 0.0662 | 0.8328 | 0.8928 | 0.8391 | 0.9415 | 0.7962 | 0.8623 | 0.0 | 0.0 | 0.6706 | 0.7355 | 0.7751 | 0.8625 | 0.2824 | 0.2847 | 0.4085 | 0.4458 | 0.0046 | 0.0046 | 0.4194 | 0.4891 | 0.6246 | 0.7103 | 0.7643 | 0.8334 | 0.6667 | 0.7391 | 0.0 | 0.0 | 0.4247 | 0.5188 | 0.3107 | 0.3487 | 0.4177 | 0.5067 | 0.4236 | 0.4829 | 0.3541 | 0.4300 | 0.7941 | 0.8796 | 0.9429 | 0.9609 | 0.6047 | 0.8542 | 0.0 | 0.0 | 0.4305 | 0.5509 | 0.0 | 0.0 | 0.6159 | 0.7351 | 0.1256 | 0.1266 | 0.0 | 0.0 | 0.6542 | 0.7075 | 0.4311 | 0.5278 | 0.8416 | 0.9088 | 0.3584 | 0.3812 | 0.8118 | 0.8307 | 0.6142 | 0.6663 | 0.7554 | 0.8351 | 0.3587 | 0.4475 | 0.5056 | 0.5802 | 241.0059 | 19.1678 | 27.546 | 13.773 |
| 214.1712 | 21.5385 | 2800 | 0.4641 | 0.5162 | 0.7868 | 0.4760 | 0.5415 | 0.2095 | 0.2195 | 0.6452 | 0.6962 | 0.5722 | 0.6133 | 0.7276 | 0.7825 | 0.8037 | 0.8394 | 0.7173 | 0.8011 | 0.8462 | 0.8663 | 0.0 | 0.0 | 0.3890 | 0.4667 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8221 | 0.8683 | 0.0 | 0.0 | 0.0659 | 0.0662 | 0.8328 | 0.8928 | 0.8391 | 0.9415 | 0.7962 | 0.8623 | 0.0 | 0.0 | 0.6706 | 0.7355 | 0.7751 | 0.8625 | 0.2824 | 0.2847 | 0.4085 | 0.4458 | 0.0046 | 0.0046 | 0.4194 | 0.4891 | 0.6246 | 0.7103 | 0.7643 | 0.8334 | 0.6667 | 0.7391 | 0.0 | 0.0 | 0.4247 | 0.5188 | 0.3107 | 0.3487 | 0.4177 | 0.5067 | 0.4236 | 0.4829 | 0.3541 | 0.4300 | 0.7941 | 0.8796 | 0.9429 | 0.9609 | 0.6047 | 0.8542 | 0.0 | 0.0 | 0.4305 | 0.5509 | 0.0 | 0.0 | 0.6159 | 0.7351 | 0.1256 | 0.1266 | 0.0 | 0.0 | 0.6542 | 0.7075 | 0.4311 | 0.5278 | 0.8416 | 0.9088 | 0.3584 | 0.3812 | 0.8118 | 0.8307 | 0.6142 | 0.6663 | 0.7554 | 0.8351 | 0.3587 | 0.4475 | 0.5056 | 0.5802 | 241.0059 | 19.1678 | 27.546 | 13.773 |
| 210.3892 | 24.2308 | 3150 | 0.4657 | 0.5180 | 0.7713 | 0.5851 | 0.6543 | 0.2051 | 0.2172 | 0.6755 | 0.7288 | 0.5723 | 0.6081 | 0.6941 | 0.7427 | 0.7948 | 0.8315 | 0.6865 | 0.7631 | 0.8497 | 0.8595 | 0.0 | 0.0 | 0.3762 | 0.4624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8247 | 0.8732 | 0.0 | 0.0 | 0.2320 | 0.2752 | 0.8441 | 0.9053 | 0.9030 | 0.9362 | 0.8065 | 0.8441 | 0.0 | 0.0 | 0.6673 | 0.7364 | 0.7758 | 0.8665 | 0.0006 | 0.0006 | 0.4797 | 0.5267 | 0.0012 | 0.0012 | 0.4027 | 0.4600 | 0.6415 | 0.7560 | 0.7519 | 0.8079 | 0.6367 | 0.6845 | 0.0 | 0.0 | 0.3691 | 0.4369 | 0.3335 | 0.4234 | 0.3612 | 0.3970 | 0.4328 | 0.4961 | 0.3838 | 0.5079 | 0.7987 | 0.8845 | 0.9455 | 0.9655 | 0.6076 | 0.8706 | 0.0 | 0.0 | 0.4227 | 0.5805 | 0.0 | 0.0 | 0.6542 | 0.7993 | 0.1503 | 0.1509 | 0.0 | 0.0 | 0.6594 | 0.7212 | 0.3781 | 0.4505 | 0.8682 | 0.9016 | 0.3418 | 0.3628 | 0.8466 | 0.8924 | 0.6065 | 0.6550 | 0.7333 | 0.7971 | 0.3823 | 0.4664 | 0.5324 | 0.6366 | 239.5489 | 17.8361 | 29.603 | 14.801 |
| 210.3892 | 24.2308 | 3150 | 0.4657 | 0.5180 | 0.7713 | 0.5851 | 0.6543 | 0.2051 | 0.2172 | 0.6755 | 0.7288 | 0.5723 | 0.6081 | 0.6941 | 0.7427 | 0.7948 | 0.8315 | 0.6865 | 0.7631 | 0.8497 | 0.8595 | 0.0 | 0.0 | 0.3762 | 0.4624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8247 | 0.8732 | 0.0 | 0.0 | 0.2320 | 0.2752 | 0.8441 | 0.9053 | 0.9030 | 0.9362 | 0.8065 | 0.8441 | 0.0 | 0.0 | 0.6673 | 0.7364 | 0.7758 | 0.8665 | 0.0006 | 0.0006 | 0.4797 | 0.5267 | 0.0012 | 0.0012 | 0.4027 | 0.4600 | 0.6415 | 0.7560 | 0.7519 | 0.8079 | 0.6367 | 0.6845 | 0.0 | 0.0 | 0.3691 | 0.4369 | 0.3335 | 0.4234 | 0.3612 | 0.3970 | 0.4328 | 0.4961 | 0.3838 | 0.5079 | 0.7987 | 0.8845 | 0.9455 | 0.9655 | 0.6076 | 0.8706 | 0.0 | 0.0 | 0.4227 | 0.5805 | 0.0 | 0.0 | 0.6542 | 0.7993 | 0.1503 | 0.1509 | 0.0 | 0.0 | 0.6594 | 0.7212 | 0.3781 | 0.4505 | 0.8682 | 0.9016 | 0.3418 | 0.3628 | 0.8466 | 0.8924 | 0.6065 | 0.6550 | 0.7333 | 0.7971 | 0.3823 | 0.4664 | 0.5324 | 0.6366 | 239.5489 | 17.8361 | 29.603 | 14.801 |
| 206.0473 | 26.9231 | 3500 | 0.4782 | 0.5298 | 0.7736 | 0.7177 | 0.8074 | 0.2956 | 0.3366 | 0.6648 | 0.7190 | 0.5281 | 0.5447 | 0.7151 | 0.7688 | 0.7964 | 0.8450 | 0.7116 | 0.7821 | 0.7773 | 0.8039 | 0.0 | 0.0 | 0.3548 | 0.4240 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8222 | 0.8711 | 0.0 | 0.0 | 0.2754 | 0.2805 | 0.8457 | 0.9006 | 0.8740 | 0.9331 | 0.8131 | 0.8486 | 0.0 | 0.0 | 0.6673 | 0.7263 | 0.7775 | 0.8581 | 0.3711 | 0.4358 | 0.4440 | 0.4902 | 0.0000 | 0.0000 | 0.3907 | 0.4526 | 0.5627 | 0.6703 | 0.7592 | 0.8201 | 0.6766 | 0.7514 | 0.0 | 0.0 | 0.3823 | 0.4468 | 0.2907 | 0.3248 | 0.4003 | 0.4537 | 0.4529 | 0.4960 | 0.4713 | 0.6370 | 0.7992 | 0.8917 | 0.9413 | 0.9613 | 0.6426 | 0.7941 | 0.0 | 0.0 | 0.3950 | 0.4799 | 0.0 | 0.0 | 0.6446 | 0.7997 | 0.0680 | 0.0685 | 0.0 | 0.0 | 0.6137 | 0.6524 | 0.4511 | 0.5627 | 0.8534 | 0.9138 | 0.5788 | 0.6211 | 0.8125 | 0.8756 | 0.6145 | 0.6645 | 0.7371 | 0.7967 | 0.3461 | 0.4284 | 0.5304 | 0.6106 | 236.6377 | 19.9134 | 26.515 | 13.257 |
| 206.0473 | 26.9231 | 3500 | 0.4782 | 0.5298 | 0.7736 | 0.7177 | 0.8074 | 0.2956 | 0.3366 | 0.6648 | 0.7190 | 0.5281 | 0.5447 | 0.7151 | 0.7688 | 0.7964 | 0.8450 | 0.7116 | 0.7821 | 0.7773 | 0.8039 | 0.0 | 0.0 | 0.3548 | 0.4240 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8222 | 0.8711 | 0.0 | 0.0 | 0.2754 | 0.2805 | 0.8457 | 0.9006 | 0.8740 | 0.9331 | 0.8131 | 0.8486 | 0.0 | 0.0 | 0.6673 | 0.7263 | 0.7775 | 0.8581 | 0.3711 | 0.4358 | 0.4440 | 0.4902 | 0.0000 | 0.0000 | 0.3907 | 0.4526 | 0.5627 | 0.6703 | 0.7592 | 0.8201 | 0.6766 | 0.7514 | 0.0 | 0.0 | 0.3823 | 0.4468 | 0.2907 | 0.3248 | 0.4003 | 0.4537 | 0.4529 | 0.4960 | 0.4713 | 0.6370 | 0.7992 | 0.8917 | 0.9413 | 0.9613 | 0.6426 | 0.7941 | 0.0 | 0.0 | 0.3950 | 0.4799 | 0.0 | 0.0 | 0.6446 | 0.7997 | 0.0680 | 0.0685 | 0.0 | 0.0 | 0.6137 | 0.6524 | 0.4511 | 0.5627 | 0.8534 | 0.9138 | 0.5788 | 0.6211 | 0.8125 | 0.8756 | 0.6145 | 0.6645 | 0.7371 | 0.7967 | 0.3461 | 0.4284 | 0.5304 | 0.6106 | 236.6377 | 19.9134 | 26.515 | 13.257 |
| 202.7686 | 29.6154 | 3850 | 0.4841 | 0.5351 | 0.7673 | 0.7420 | 0.8123 | 0.3245 | 0.3659 | 0.6528 | 0.7062 | 0.5854 | 0.6218 | 0.7140 | 0.7639 | 0.7312 | 0.7628 | 0.6743 | 0.7392 | 0.7526 | 0.7628 | 0.0 | 0.0 | 0.3576 | 0.4336 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8278 | 0.8808 | 0.0 | 0.0 | 0.4465 | 0.4543 | 0.8398 | 0.9016 | 0.8527 | 0.9326 | 0.8177 | 0.8506 | 0.0 | 0.0 | 0.6659 | 0.7212 | 0.7800 | 0.8535 | 0.3654 | 0.4373 | 0.4600 | 0.4993 | 0.0074 | 0.0074 | 0.4098 | 0.4913 | 0.6123 | 0.6696 | 0.7402 | 0.7929 | 0.6622 | 0.7242 | 0.0 | 0.0 | 0.3501 | 0.3912 | 0.3395 | 0.3871 | 0.3798 | 0.4300 | 0.4260 | 0.4805 | 0.4683 | 0.6372 | 0.8019 | 0.8973 | 0.9539 | 0.9718 | 0.6802 | 0.8011 | 0.0 | 0.0 | 0.4368 | 0.6124 | 0.0 | 0.0 | 0.6259 | 0.7386 | 0.1001 | 0.1003 | 0.0 | 0.0 | 0.6658 | 0.7170 | 0.4196 | 0.5334 | 0.8645 | 0.9063 | 0.6759 | 0.7348 | 0.7770 | 0.7988 | 0.6062 | 0.6644 | 0.7360 | 0.7939 | 0.3222 | 0.4323 | 0.5224 | 0.6135 | 234.1636 | 18.1634 | 29.069 | 14.535 |
| 202.7686 | 29.6154 | 3850 | 0.4841 | 0.5351 | 0.7673 | 0.7420 | 0.8123 | 0.3245 | 0.3659 | 0.6528 | 0.7062 | 0.5854 | 0.6218 | 0.7140 | 0.7639 | 0.7312 | 0.7628 | 0.6743 | 0.7392 | 0.7526 | 0.7628 | 0.0 | 0.0 | 0.3576 | 0.4336 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8278 | 0.8808 | 0.0 | 0.0 | 0.4465 | 0.4543 | 0.8398 | 0.9016 | 0.8527 | 0.9326 | 0.8177 | 0.8506 | 0.0 | 0.0 | 0.6659 | 0.7212 | 0.7800 | 0.8535 | 0.3654 | 0.4373 | 0.4600 | 0.4993 | 0.0074 | 0.0074 | 0.4098 | 0.4913 | 0.6123 | 0.6696 | 0.7402 | 0.7929 | 0.6622 | 0.7242 | 0.0 | 0.0 | 0.3501 | 0.3912 | 0.3395 | 0.3871 | 0.3798 | 0.4300 | 0.4260 | 0.4805 | 0.4683 | 0.6372 | 0.8019 | 0.8973 | 0.9539 | 0.9718 | 0.6802 | 0.8011 | 0.0 | 0.0 | 0.4368 | 0.6124 | 0.0 | 0.0 | 0.6259 | 0.7386 | 0.1001 | 0.1003 | 0.0 | 0.0 | 0.6658 | 0.7170 | 0.4196 | 0.5334 | 0.8645 | 0.9063 | 0.6759 | 0.7348 | 0.7770 | 0.7988 | 0.6062 | 0.6644 | 0.7360 | 0.7939 | 0.3222 | 0.4323 | 0.5224 | 0.6135 | 234.1636 | 18.1634 | 29.069 | 14.535 |
| 199.9323 | 32.3077 | 4200 | 0.4887 | 0.5386 | 0.7661 | 0.7497 | 0.8162 | 0.3068 | 0.3345 | 0.6643 | 0.7159 | 0.5764 | 0.6376 | 0.7177 | 0.7673 | 0.7323 | 0.7630 | 0.6842 | 0.7484 | 0.7962 | 0.8039 | 0.0 | 0.0 | 0.3408 | 0.3991 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8262 | 0.8713 | 0.0 | 0.0 | 0.5329 | 0.5434 | 0.8401 | 0.8966 | 0.8587 | 0.9388 | 0.8084 | 0.8397 | 0.0 | 0.0 | 0.6743 | 0.7274 | 0.7817 | 0.8634 | 0.3691 | 0.4366 | 0.4709 | 0.5157 | 0.0065 | 0.0066 | 0.4082 | 0.4711 | 0.6431 | 0.7066 | 0.7487 | 0.8037 | 0.6618 | 0.7233 | 0.0 | 0.0 | 0.3746 | 0.4453 | 0.3080 | 0.3618 | 0.3770 | 0.4236 | 0.4441 | 0.4869 | 0.4759 | 0.6481 | 0.8032 | 0.8881 | 0.9536 | 0.9727 | 0.6829 | 0.8048 | 0.0 | 0.0 | 0.4331 | 0.5625 | 0.0 | 0.0 | 0.5565 | 0.6699 | 0.1023 | 0.1025 | 0.0 | 0.0 | 0.6281 | 0.6667 | 0.4585 | 0.5958 | 0.8661 | 0.9110 | 0.6871 | 0.7423 | 0.8088 | 0.8577 | 0.6040 | 0.6624 | 0.7352 | 0.7855 | 0.3643 | 0.4418 | 0.5512 | 0.6488 | 233.8890 | 18.1595 | 29.076 | 14.538 |
| 199.9323 | 32.3077 | 4200 | 0.4887 | 0.5386 | 0.7661 | 0.7497 | 0.8162 | 0.3068 | 0.3345 | 0.6643 | 0.7159 | 0.5764 | 0.6376 | 0.7177 | 0.7673 | 0.7323 | 0.7630 | 0.6842 | 0.7484 | 0.7962 | 0.8039 | 0.0 | 0.0 | 0.3408 | 0.3991 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8262 | 0.8713 | 0.0 | 0.0 | 0.5329 | 0.5434 | 0.8401 | 0.8966 | 0.8587 | 0.9388 | 0.8084 | 0.8397 | 0.0 | 0.0 | 0.6743 | 0.7274 | 0.7817 | 0.8634 | 0.3691 | 0.4366 | 0.4709 | 0.5157 | 0.0065 | 0.0066 | 0.4082 | 0.4711 | 0.6431 | 0.7066 | 0.7487 | 0.8037 | 0.6618 | 0.7233 | 0.0 | 0.0 | 0.3746 | 0.4453 | 0.3080 | 0.3618 | 0.3770 | 0.4236 | 0.4441 | 0.4869 | 0.4759 | 0.6481 | 0.8032 | 0.8881 | 0.9536 | 0.9727 | 0.6829 | 0.8048 | 0.0 | 0.0 | 0.4331 | 0.5625 | 0.0 | 0.0 | 0.5565 | 0.6699 | 0.1023 | 0.1025 | 0.0 | 0.0 | 0.6281 | 0.6667 | 0.4585 | 0.5958 | 0.8661 | 0.9110 | 0.6871 | 0.7423 | 0.8088 | 0.8577 | 0.6040 | 0.6624 | 0.7352 | 0.7855 | 0.3643 | 0.4418 | 0.5512 | 0.6488 | 233.8890 | 18.1595 | 29.076 | 14.538 |
| 198.1101 | 35.0 | 4550 | 0.4945 | 0.5472 | 0.7757 | 0.6414 | 0.8089 | 0.2950 | 0.3205 | 0.6659 | 0.7306 | 0.6038 | 0.6407 | 0.7584 | 0.8248 | 0.7683 | 0.8034 | 0.7005 | 0.7672 | 0.8570 | 0.8643 | 0.0 | 0.0 | 0.3808 | 0.4526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8312 | 0.8793 | 0.0 | 0.0 | 0.5067 | 0.5174 | 0.8486 | 0.9056 | 0.8766 | 0.9341 | 0.7914 | 0.8223 | 0.0 | 0.0 | 0.6831 | 0.7432 | 0.7830 | 0.8659 | 0.3672 | 0.4373 | 0.4465 | 0.4901 | 0.0450 | 0.0454 | 0.4026 | 0.4680 | 0.6520 | 0.7235 | 0.7508 | 0.8045 | 0.6671 | 0.7335 | 0.0 | 0.0 | 0.3463 | 0.3959 | 0.3190 | 0.3680 | 0.3891 | 0.4403 | 0.4500 | 0.4963 | 0.4728 | 0.6441 | 0.8044 | 0.8915 | 0.9544 | 0.9730 | 0.6828 | 0.8047 | 0.0 | 0.0 | 0.4381 | 0.5754 | 0.0 | 0.0 | 0.6066 | 0.7405 | 0.1756 | 0.1777 | 0.0 | 0.0 | 0.6543 | 0.6978 | 0.4536 | 0.6098 | 0.8762 | 0.9122 | 0.6879 | 0.7470 | 0.8198 | 0.8433 | 0.6009 | 0.6565 | 0.7399 | 0.7942 | 0.3710 | 0.4431 | 0.5478 | 0.6595 | 232.6854 | 17.7407 | 29.762 | 14.881 |
| 198.1101 | 35.0 | 4550 | 0.4945 | 0.5472 | 0.7757 | 0.6414 | 0.8089 | 0.2950 | 0.3205 | 0.6659 | 0.7306 | 0.6038 | 0.6407 | 0.7584 | 0.8248 | 0.7683 | 0.8034 | 0.7005 | 0.7672 | 0.8570 | 0.8643 | 0.0 | 0.0 | 0.3808 | 0.4526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8312 | 0.8793 | 0.0 | 0.0 | 0.5067 | 0.5174 | 0.8486 | 0.9056 | 0.8766 | 0.9341 | 0.7914 | 0.8223 | 0.0 | 0.0 | 0.6831 | 0.7432 | 0.7830 | 0.8659 | 0.3672 | 0.4373 | 0.4465 | 0.4901 | 0.0450 | 0.0454 | 0.4026 | 0.4680 | 0.6520 | 0.7235 | 0.7508 | 0.8045 | 0.6671 | 0.7335 | 0.0 | 0.0 | 0.3463 | 0.3959 | 0.3190 | 0.3680 | 0.3891 | 0.4403 | 0.4500 | 0.4963 | 0.4728 | 0.6441 | 0.8044 | 0.8915 | 0.9544 | 0.9730 | 0.6828 | 0.8047 | 0.0 | 0.0 | 0.4381 | 0.5754 | 0.0 | 0.0 | 0.6066 | 0.7405 | 0.1756 | 0.1777 | 0.0 | 0.0 | 0.6543 | 0.6978 | 0.4536 | 0.6098 | 0.8762 | 0.9122 | 0.6879 | 0.7470 | 0.8198 | 0.8433 | 0.6009 | 0.6565 | 0.7399 | 0.7942 | 0.3710 | 0.4431 | 0.5478 | 0.6595 | 232.6854 | 17.7407 | 29.762 | 14.881 |
| 196.7377 | 37.6923 | 4900 | 0.4924 | 0.5439 | 0.7754 | 0.5138 | 0.6616 | 0.3034 | 0.3308 | 0.6460 | 0.7062 | 0.6173 | 0.6630 | 0.7423 | 0.7982 | 0.7604 | 0.7921 | 0.7092 | 0.7840 | 0.7850 | 0.7920 | 0.0 | 0.0 | 0.3578 | 0.4204 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8297 | 0.8762 | 0.0 | 0.0 | 0.5141 | 0.5263 | 0.8411 | 0.9001 | 0.8853 | 0.9362 | 0.7892 | 0.8188 | 0.0 | 0.0 | 0.6774 | 0.7394 | 0.7840 | 0.8635 | 0.3668 | 0.4372 | 0.4687 | 0.5153 | 0.0397 | 0.0407 | 0.4040 | 0.4706 | 0.6503 | 0.7135 | 0.7540 | 0.8088 | 0.6587 | 0.7244 | 0.0 | 0.0 | 0.3588 | 0.3986 | 0.3451 | 0.3924 | 0.3908 | 0.4459 | 0.4497 | 0.4965 | 0.4740 | 0.6465 | 0.8049 | 0.8875 | 0.9551 | 0.9747 | 0.6837 | 0.8071 | 0.0 | 0.0 | 0.4678 | 0.6047 | 0.0 | 0.0 | 0.6381 | 0.7449 | 0.1520 | 0.1533 | 0.0 | 0.0 | 0.6568 | 0.7024 | 0.4606 | 0.6150 | 0.8683 | 0.9125 | 0.6867 | 0.7402 | 0.8120 | 0.8484 | 0.6058 | 0.6636 | 0.7397 | 0.7946 | 0.3763 | 0.4487 | 0.5823 | 0.6888 | 232.1999 | 18.6089 | 28.374 | 14.187 |
| 196.7377 | 37.6923 | 4900 | 0.4924 | 0.5439 | 0.7754 | 0.5138 | 0.6616 | 0.3034 | 0.3308 | 0.6460 | 0.7062 | 0.6173 | 0.6630 | 0.7423 | 0.7982 | 0.7604 | 0.7921 | 0.7092 | 0.7840 | 0.7850 | 0.7920 | 0.0 | 0.0 | 0.3578 | 0.4204 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8297 | 0.8762 | 0.0 | 0.0 | 0.5141 | 0.5263 | 0.8411 | 0.9001 | 0.8853 | 0.9362 | 0.7892 | 0.8188 | 0.0 | 0.0 | 0.6774 | 0.7394 | 0.7840 | 0.8635 | 0.3668 | 0.4372 | 0.4687 | 0.5153 | 0.0397 | 0.0407 | 0.4040 | 0.4706 | 0.6503 | 0.7135 | 0.7540 | 0.8088 | 0.6587 | 0.7244 | 0.0 | 0.0 | 0.3588 | 0.3986 | 0.3451 | 0.3924 | 0.3908 | 0.4459 | 0.4497 | 0.4965 | 0.4740 | 0.6465 | 0.8049 | 0.8875 | 0.9551 | 0.9747 | 0.6837 | 0.8071 | 0.0 | 0.0 | 0.4678 | 0.6047 | 0.0 | 0.0 | 0.6381 | 0.7449 | 0.1520 | 0.1533 | 0.0 | 0.0 | 0.6568 | 0.7024 | 0.4606 | 0.6150 | 0.8683 | 0.9125 | 0.6867 | 0.7402 | 0.8120 | 0.8484 | 0.6058 | 0.6636 | 0.7397 | 0.7946 | 0.3763 | 0.4487 | 0.5823 | 0.6888 | 232.1999 | 18.6089 | 28.374 | 14.187 |
Framework versions
- Transformers 5.0.0
- Pytorch 2.9.1+cu128
- Datasets 4.5.0
- Tokenizers 0.22.2
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Model tree for AllanK24/mask2former-swin-large-apple-dms-v2-run2
Base model
facebook/mask2former-swin-large-ade-semantic