mask2former-swin-large-apple-dms-run5
This model is a fine-tuned version of facebook/mask2former-swin-large-ade-semantic on the AllanK24/apple-dms-materials dataset. It achieves the following results on the evaluation set:
- Mean Iou: 0.4092
- Mean Accuracy: 0.4515
- Overall Accuracy: 0.7668
- Iou Animal Skin: 0.1578
- Accuracy Animal Skin: 0.1806
- Iou Bone Teeth Horn: 0.0798
- Accuracy Bone Teeth Horn: 0.0820
- Iou Brickwork: 0.6137
- Accuracy Brickwork: 0.6665
- Iou Cardboard: 0.5351
- Accuracy Cardboard: 0.5757
- Iou Carpet Rug: 0.7736
- Accuracy Carpet Rug: 0.8370
- Iou Ceiling Tile: 0.7898
- Accuracy Ceiling Tile: 0.8378
- Iou Ceramic: 0.7090
- Accuracy Ceramic: 0.7849
- Iou Chalkboard Blackboard: 0.6888
- Accuracy Chalkboard Blackboard: 0.7112
- Iou Clutter: 0.0
- Accuracy Clutter: 0.0
- Iou Concrete: 0.2113
- Accuracy Concrete: 0.2368
- Iou Cork Corkboard: 0.0
- Accuracy Cork Corkboard: 0.0
- Iou Engineered Stone: 0.0
- Accuracy Engineered Stone: 0.0
- Iou Fabric Cloth: 0.8276
- Accuracy Fabric Cloth: 0.8849
- Iou Fiberglass Wool: 0.0
- Accuracy Fiberglass Wool: 0.0
- Iou Fire: 0.0577
- Accuracy Fire: 0.0579
- Iou Foliage: 0.8600
- Accuracy Foliage: 0.9181
- Iou Food: 0.8337
- Accuracy Food: 0.9197
- Iou Fur: 0.8343
- Accuracy Fur: 0.9423
- Iou Gemstone Quartz: 0.0
- Accuracy Gemstone Quartz: 0.0
- Iou Glass: 0.6482
- Accuracy Glass: 0.7210
- Iou Hair: 0.7722
- Accuracy Hair: 0.8626
- Iou Ice: 0.0
- Accuracy Ice: 0.0
- Iou Leather: 0.4223
- Accuracy Leather: 0.4549
- Iou Liquid Non-water: 0.0
- Accuracy Liquid Non-water: 0.0
- Iou Metal: 0.3931
- Accuracy Metal: 0.4598
- Iou Mirror: 0.6222
- Accuracy Mirror: 0.6854
- Iou Paint Plaster Enamel: 0.7474
- Accuracy Paint Plaster Enamel: 0.8087
- Iou Paper: 0.6602
- Accuracy Paper: 0.7341
- Iou Pearl: 0.0
- Accuracy Pearl: 0.0
- Iou Photograph Painting: 0.2659
- Accuracy Photograph Painting: 0.2848
- Iou Plastic Clear: 0.2922
- Accuracy Plastic Clear: 0.3171
- Iou Plastic Non-clear: 0.3641
- Accuracy Plastic Non-clear: 0.4142
- Iou Rubber Latex: 0.2416
- Accuracy Rubber Latex: 0.2620
- Iou Sand: 0.0
- Accuracy Sand: 0.0
- Iou Skin Lips: 0.7869
- Accuracy Skin Lips: 0.8730
- Iou Sky: 0.9294
- Accuracy Sky: 0.9489
- Iou Snow: 0.3728
- Accuracy Snow: 0.3952
- Iou Soap: 0.0
- Accuracy Soap: 0.0
- Iou Soil Mud: 0.3733
- Accuracy Soil Mud: 0.6259
- Iou Sponge: 0.0
- Accuracy Sponge: 0.0
- Iou Stone Natural: 0.5063
- Accuracy Stone Natural: 0.5774
- Iou Stone Polished: 0.0582
- Accuracy Stone Polished: 0.0584
- Iou Styrofoam: 0.0
- Accuracy Styrofoam: 0.0
- Iou Tile: 0.6665
- Accuracy Tile: 0.7335
- Iou Wallpaper: 0.4923
- Accuracy Wallpaper: 0.5730
- Iou Water: 0.8294
- Accuracy Water: 0.9135
- Iou Wax: 0.1683
- Accuracy Wax: 0.1785
- Iou Whiteboard: 0.7212
- Accuracy Whiteboard: 0.7607
- Iou Wicker: 0.3975
- Accuracy Wicker: 0.4169
- Iou Wood: 0.7545
- Accuracy Wood: 0.8255
- Iou Wood Tree: 0.4079
- Accuracy Wood Tree: 0.4684
- Iou Asphalt: 0.4139
- Accuracy Asphalt: 0.4880
- Loss: 240.7806
- Eval Runtime: 35.2182
- Eval Samples Per Second: 33.619
- Eval Steps Per Second: 16.809
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: 20
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 280.1148 | 1.7045 | 150 | 0.2157 | 0.2402 | 0.6236 | 0.0 | 0.0 | 0.0124 | 0.0125 | 0.2288 | 0.2549 | 0.0043 | 0.0043 | 0.3092 | 0.3173 | 0.7319 | 0.7978 | 0.2896 | 0.3020 | 0.1502 | 0.1502 | 0.0 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7812 | 0.8493 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7985 | 0.8420 | 0.5168 | 0.7449 | 0.2533 | 0.2651 | 0.0 | 0.0 | 0.5540 | 0.6777 | 0.7199 | 0.7991 | 0.0 | 0.0 | 0.0481 | 0.0507 | 0.0 | 0.0 | 0.1376 | 0.1439 | 0.4760 | 0.5132 | 0.6778 | 0.7475 | 0.5443 | 0.6549 | 0.0 | 0.0 | 0.0714 | 0.0743 | 0.1016 | 0.1283 | 0.1456 | 0.1534 | 0.0065 | 0.0066 | 0.0 | 0.0 | 0.7090 | 0.8397 | 0.9052 | 0.9277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0387 | 0.0423 | 0.0 | 0.0 | 0.0049 | 0.0049 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3976 | 0.4167 | 0.0205 | 0.0206 | 0.7744 | 0.9122 | 0.0 | 0.0 | 0.0846 | 0.0854 | 0.1113 | 0.1131 | 0.5825 | 0.6110 | 0.0269 | 0.0274 | 0.0 | 0.0 | 281.0063 | 44.6722 | 26.504 | 13.252 |
| 280.1148 | 1.7045 | 150 | 0.2157 | 0.2402 | 0.6236 | 0.0 | 0.0 | 0.0124 | 0.0125 | 0.2288 | 0.2549 | 0.0043 | 0.0043 | 0.3092 | 0.3173 | 0.7319 | 0.7978 | 0.2896 | 0.3020 | 0.1502 | 0.1502 | 0.0 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7812 | 0.8493 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7985 | 0.8420 | 0.5168 | 0.7449 | 0.2533 | 0.2651 | 0.0 | 0.0 | 0.5540 | 0.6777 | 0.7199 | 0.7991 | 0.0 | 0.0 | 0.0481 | 0.0507 | 0.0 | 0.0 | 0.1376 | 0.1439 | 0.4760 | 0.5132 | 0.6778 | 0.7475 | 0.5443 | 0.6549 | 0.0 | 0.0 | 0.0714 | 0.0743 | 0.1016 | 0.1283 | 0.1456 | 0.1534 | 0.0065 | 0.0066 | 0.0 | 0.0 | 0.7090 | 0.8397 | 0.9052 | 0.9277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0387 | 0.0423 | 0.0 | 0.0 | 0.0049 | 0.0049 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3976 | 0.4167 | 0.0205 | 0.0206 | 0.7744 | 0.9122 | 0.0 | 0.0 | 0.0846 | 0.0854 | 0.1113 | 0.1131 | 0.5825 | 0.6110 | 0.0269 | 0.0274 | 0.0 | 0.0 | 281.0063 | 44.6722 | 26.504 | 13.252 |
| 254.2010 | 3.4091 | 300 | 0.2997 | 0.3491 | 0.7301 | 0.0014 | 0.0014 | 0.0548 | 0.0565 | 0.3599 | 0.4315 | 0.3327 | 0.3502 | 0.7249 | 0.8270 | 0.7654 | 0.8239 | 0.6807 | 0.8165 | 0.2110 | 0.4577 | 0.0 | 0.0 | 0.0044 | 0.0044 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7980 | 0.8780 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8435 | 0.9263 | 0.5726 | 0.8751 | 0.6933 | 0.8087 | 0.0 | 0.0 | 0.5288 | 0.5760 | 0.7318 | 0.8667 | 0.0 | 0.0 | 0.4473 | 0.5399 | 0.0 | 0.0 | 0.3345 | 0.4019 | 0.4783 | 0.5437 | 0.7255 | 0.8132 | 0.5884 | 0.6737 | 0.0 | 0.0 | 0.0888 | 0.0913 | 0.0836 | 0.0858 | 0.2658 | 0.2894 | 0.1202 | 0.1233 | 0.0 | 0.0 | 0.7416 | 0.8210 | 0.9116 | 0.9292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2215 | 0.2618 | 0.0 | 0.0 | 0.2669 | 0.3613 | 0.0726 | 0.0734 | 0.0 | 0.0 | 0.5931 | 0.7034 | 0.0917 | 0.0941 | 0.7884 | 0.9096 | 0.0008 | 0.0008 | 0.4138 | 0.5365 | 0.3021 | 0.3093 | 0.7167 | 0.8612 | 0.0273 | 0.0276 | 0.0 | 0.0 | 270.0911 | 40.6048 | 29.159 | 14.58 |
| 254.2010 | 3.4091 | 300 | 0.2997 | 0.3491 | 0.7301 | 0.0014 | 0.0014 | 0.0548 | 0.0565 | 0.3599 | 0.4315 | 0.3327 | 0.3502 | 0.7249 | 0.8270 | 0.7654 | 0.8239 | 0.6807 | 0.8165 | 0.2110 | 0.4577 | 0.0 | 0.0 | 0.0044 | 0.0044 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7980 | 0.8780 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8435 | 0.9263 | 0.5726 | 0.8751 | 0.6933 | 0.8087 | 0.0 | 0.0 | 0.5288 | 0.5760 | 0.7318 | 0.8667 | 0.0 | 0.0 | 0.4473 | 0.5399 | 0.0 | 0.0 | 0.3345 | 0.4019 | 0.4783 | 0.5437 | 0.7255 | 0.8132 | 0.5884 | 0.6737 | 0.0 | 0.0 | 0.0888 | 0.0913 | 0.0836 | 0.0858 | 0.2658 | 0.2894 | 0.1202 | 0.1233 | 0.0 | 0.0 | 0.7416 | 0.8210 | 0.9116 | 0.9292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2215 | 0.2618 | 0.0 | 0.0 | 0.2669 | 0.3613 | 0.0726 | 0.0734 | 0.0 | 0.0 | 0.5931 | 0.7034 | 0.0917 | 0.0941 | 0.7884 | 0.9096 | 0.0008 | 0.0008 | 0.4138 | 0.5365 | 0.3021 | 0.3093 | 0.7167 | 0.8612 | 0.0273 | 0.0276 | 0.0 | 0.0 | 270.0911 | 40.6048 | 29.159 | 14.58 |
| 246.0082 | 5.1136 | 450 | 0.3094 | 0.3499 | 0.7156 | 0.0237 | 0.0365 | 0.0889 | 0.0964 | 0.2901 | 0.2955 | 0.4149 | 0.4293 | 0.6695 | 0.8088 | 0.7380 | 0.7716 | 0.5741 | 0.7981 | 0.3848 | 0.5694 | 0.0 | 0.0 | 0.0461 | 0.0502 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8048 | 0.8828 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8497 | 0.9220 | 0.7930 | 0.8783 | 0.7068 | 0.7625 | 0.0 | 0.0 | 0.6212 | 0.7257 | 0.7482 | 0.8172 | 0.0 | 0.0 | 0.3608 | 0.4002 | 0.0 | 0.0 | 0.3034 | 0.3402 | 0.5371 | 0.5949 | 0.7180 | 0.7937 | 0.6349 | 0.7202 | 0.0 | 0.0 | 0.1100 | 0.1129 | 0.1046 | 0.1066 | 0.2522 | 0.2710 | 0.2388 | 0.2630 | 0.0 | 0.0 | 0.7522 | 0.8376 | 0.9179 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3169 | 0.4554 | 0.0 | 0.0 | 0.3270 | 0.3710 | 0.0026 | 0.0026 | 0.0 | 0.0 | 0.5532 | 0.6249 | 0.0 | 0.0 | 0.8350 | 0.9261 | 0.0 | 0.0 | 0.2253 | 0.2261 | 0.2495 | 0.4248 | 0.6798 | 0.7247 | 0.1485 | 0.1531 | 0.0677 | 0.0694 | 262.0866 | 37.3966 | 31.661 | 15.83 |
| 246.0082 | 5.1136 | 450 | 0.3094 | 0.3499 | 0.7156 | 0.0237 | 0.0365 | 0.0889 | 0.0964 | 0.2901 | 0.2955 | 0.4149 | 0.4293 | 0.6695 | 0.8088 | 0.7380 | 0.7716 | 0.5741 | 0.7981 | 0.3848 | 0.5694 | 0.0 | 0.0 | 0.0461 | 0.0502 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8048 | 0.8828 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8497 | 0.9220 | 0.7930 | 0.8783 | 0.7068 | 0.7625 | 0.0 | 0.0 | 0.6212 | 0.7257 | 0.7482 | 0.8172 | 0.0 | 0.0 | 0.3608 | 0.4002 | 0.0 | 0.0 | 0.3034 | 0.3402 | 0.5371 | 0.5949 | 0.7180 | 0.7937 | 0.6349 | 0.7202 | 0.0 | 0.0 | 0.1100 | 0.1129 | 0.1046 | 0.1066 | 0.2522 | 0.2710 | 0.2388 | 0.2630 | 0.0 | 0.0 | 0.7522 | 0.8376 | 0.9179 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3169 | 0.4554 | 0.0 | 0.0 | 0.3270 | 0.3710 | 0.0026 | 0.0026 | 0.0 | 0.0 | 0.5532 | 0.6249 | 0.0 | 0.0 | 0.8350 | 0.9261 | 0.0 | 0.0 | 0.2253 | 0.2261 | 0.2495 | 0.4248 | 0.6798 | 0.7247 | 0.1485 | 0.1531 | 0.0677 | 0.0694 | 262.0866 | 37.3966 | 31.661 | 15.83 |
| 240.4236 | 6.8182 | 600 | 0.3133 | 0.3494 | 0.7104 | 0.0818 | 0.1591 | 0.0528 | 0.0538 | 0.5362 | 0.5712 | 0.3902 | 0.4089 | 0.6895 | 0.7503 | 0.7585 | 0.8159 | 0.5775 | 0.6182 | 0.3895 | 0.5143 | 0.0 | 0.0 | 0.0341 | 0.0347 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8092 | 0.8781 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8432 | 0.9213 | 0.7220 | 0.8729 | 0.6264 | 0.6597 | 0.0 | 0.0 | 0.6054 | 0.6723 | 0.7565 | 0.8352 | 0.0 | 0.0 | 0.1553 | 0.1608 | 0.0 | 0.0 | 0.3295 | 0.3721 | 0.5529 | 0.5944 | 0.6996 | 0.7465 | 0.6115 | 0.7005 | 0.0 | 0.0 | 0.2328 | 0.2485 | 0.1049 | 0.1159 | 0.3441 | 0.4034 | 0.1922 | 0.2023 | 0.0 | 0.0 | 0.7582 | 0.8537 | 0.9168 | 0.9388 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2583 | 0.4114 | 0.0 | 0.0 | 0.3488 | 0.4054 | 0.0008 | 0.0008 | 0.0 | 0.0 | 0.6324 | 0.7508 | 0.2176 | 0.2242 | 0.8022 | 0.9089 | 0.0034 | 0.0034 | 0.0802 | 0.0804 | 0.1569 | 0.1830 | 0.7139 | 0.7735 | 0.1409 | 0.1441 | 0.1657 | 0.1805 | 259.9500 | 37.0094 | 31.992 | 15.996 |
| 240.4236 | 6.8182 | 600 | 0.3133 | 0.3494 | 0.7104 | 0.0818 | 0.1591 | 0.0528 | 0.0538 | 0.5362 | 0.5712 | 0.3902 | 0.4089 | 0.6895 | 0.7503 | 0.7585 | 0.8159 | 0.5775 | 0.6182 | 0.3895 | 0.5143 | 0.0 | 0.0 | 0.0341 | 0.0347 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8092 | 0.8781 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8432 | 0.9213 | 0.7220 | 0.8729 | 0.6264 | 0.6597 | 0.0 | 0.0 | 0.6054 | 0.6723 | 0.7565 | 0.8352 | 0.0 | 0.0 | 0.1553 | 0.1608 | 0.0 | 0.0 | 0.3295 | 0.3721 | 0.5529 | 0.5944 | 0.6996 | 0.7465 | 0.6115 | 0.7005 | 0.0 | 0.0 | 0.2328 | 0.2485 | 0.1049 | 0.1159 | 0.3441 | 0.4034 | 0.1922 | 0.2023 | 0.0 | 0.0 | 0.7582 | 0.8537 | 0.9168 | 0.9388 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2583 | 0.4114 | 0.0 | 0.0 | 0.3488 | 0.4054 | 0.0008 | 0.0008 | 0.0 | 0.0 | 0.6324 | 0.7508 | 0.2176 | 0.2242 | 0.8022 | 0.9089 | 0.0034 | 0.0034 | 0.0802 | 0.0804 | 0.1569 | 0.1830 | 0.7139 | 0.7735 | 0.1409 | 0.1441 | 0.1657 | 0.1805 | 259.9500 | 37.0094 | 31.992 | 15.996 |
| 236.5460 | 8.5227 | 750 | 0.3604 | 0.4044 | 0.7537 | 0.1151 | 0.1615 | 0.0730 | 0.0763 | 0.5533 | 0.6144 | 0.4992 | 0.5731 | 0.6880 | 0.7299 | 0.7898 | 0.8616 | 0.6955 | 0.8357 | 0.4840 | 0.4933 | 0.0 | 0.0 | 0.0479 | 0.0489 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7923 | 0.8931 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8481 | 0.9453 | 0.7641 | 0.9175 | 0.7866 | 0.8759 | 0.0 | 0.0 | 0.6320 | 0.7240 | 0.7579 | 0.8538 | 0.0 | 0.0 | 0.4788 | 0.5277 | 0.0 | 0.0 | 0.3617 | 0.4299 | 0.5647 | 0.6182 | 0.7518 | 0.8328 | 0.5948 | 0.6588 | 0.0 | 0.0 | 0.1969 | 0.2045 | 0.1855 | 0.2233 | 0.3513 | 0.4063 | 0.1897 | 0.2012 | 0.0058 | 0.0059 | 0.7691 | 0.8589 | 0.9226 | 0.9485 | 0.0081 | 0.0081 | 0.0 | 0.0 | 0.2095 | 0.2349 | 0.0 | 0.0 | 0.3613 | 0.4080 | 0.0300 | 0.0300 | 0.0 | 0.0 | 0.6523 | 0.7504 | 0.4385 | 0.5011 | 0.8232 | 0.9119 | 0.0627 | 0.0642 | 0.5927 | 0.7055 | 0.4648 | 0.4888 | 0.7111 | 0.7569 | 0.2917 | 0.3403 | 0.1963 | 0.3091 | 255.3072 | 38.2949 | 30.918 | 15.459 |
| 236.5460 | 8.5227 | 750 | 0.3604 | 0.4044 | 0.7537 | 0.1151 | 0.1615 | 0.0730 | 0.0763 | 0.5533 | 0.6144 | 0.4992 | 0.5731 | 0.6880 | 0.7299 | 0.7898 | 0.8616 | 0.6955 | 0.8357 | 0.4840 | 0.4933 | 0.0 | 0.0 | 0.0479 | 0.0489 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7923 | 0.8931 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8481 | 0.9453 | 0.7641 | 0.9175 | 0.7866 | 0.8759 | 0.0 | 0.0 | 0.6320 | 0.7240 | 0.7579 | 0.8538 | 0.0 | 0.0 | 0.4788 | 0.5277 | 0.0 | 0.0 | 0.3617 | 0.4299 | 0.5647 | 0.6182 | 0.7518 | 0.8328 | 0.5948 | 0.6588 | 0.0 | 0.0 | 0.1969 | 0.2045 | 0.1855 | 0.2233 | 0.3513 | 0.4063 | 0.1897 | 0.2012 | 0.0058 | 0.0059 | 0.7691 | 0.8589 | 0.9226 | 0.9485 | 0.0081 | 0.0081 | 0.0 | 0.0 | 0.2095 | 0.2349 | 0.0 | 0.0 | 0.3613 | 0.4080 | 0.0300 | 0.0300 | 0.0 | 0.0 | 0.6523 | 0.7504 | 0.4385 | 0.5011 | 0.8232 | 0.9119 | 0.0627 | 0.0642 | 0.5927 | 0.7055 | 0.4648 | 0.4888 | 0.7111 | 0.7569 | 0.2917 | 0.3403 | 0.1963 | 0.3091 | 255.3072 | 38.2949 | 30.918 | 15.459 |
| 230.3069 | 10.2273 | 900 | 0.2936 | 0.3117 | 0.6713 | 0.0106 | 0.0107 | 0.0589 | 0.0602 | 0.2291 | 0.2310 | 0.4234 | 0.4420 | 0.5590 | 0.5745 | 0.7459 | 0.8027 | 0.5748 | 0.6008 | 0.3065 | 0.3077 | 0.0 | 0.0 | 0.0345 | 0.0354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8024 | 0.8436 | 0.0 | 0.0 | 0.0132 | 0.0136 | 0.8384 | 0.8892 | 0.5313 | 0.5447 | 0.4141 | 0.4277 | 0.0 | 0.0 | 0.5956 | 0.6523 | 0.7574 | 0.8365 | 0.0 | 0.0 | 0.0746 | 0.0748 | 0.0 | 0.0 | 0.2863 | 0.3161 | 0.5896 | 0.6369 | 0.7082 | 0.7516 | 0.5373 | 0.5619 | 0.0 | 0.0 | 0.2363 | 0.2500 | 0.0994 | 0.1022 | 0.2309 | 0.2424 | 0.1760 | 0.1820 | 0.0 | 0.0 | 0.7725 | 0.8611 | 0.9102 | 0.9235 | 0.0385 | 0.0385 | 0.0 | 0.0 | 0.1432 | 0.1675 | 0.0 | 0.0 | 0.2567 | 0.2744 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5177 | 0.5364 | 0.3242 | 0.3587 | 0.8256 | 0.8928 | 0.0486 | 0.0489 | 0.4781 | 0.5078 | 0.1178 | 0.1187 | 0.7125 | 0.7700 | 0.2805 | 0.3134 | 0.0051 | 0.0051 | 253.4623 | 39.0006 | 30.359 | 15.179 |
| 230.3069 | 10.2273 | 900 | 0.2936 | 0.3117 | 0.6713 | 0.0106 | 0.0107 | 0.0589 | 0.0602 | 0.2291 | 0.2310 | 0.4234 | 0.4420 | 0.5590 | 0.5745 | 0.7459 | 0.8027 | 0.5748 | 0.6008 | 0.3065 | 0.3077 | 0.0 | 0.0 | 0.0345 | 0.0354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8024 | 0.8436 | 0.0 | 0.0 | 0.0132 | 0.0136 | 0.8384 | 0.8892 | 0.5313 | 0.5447 | 0.4141 | 0.4277 | 0.0 | 0.0 | 0.5956 | 0.6523 | 0.7574 | 0.8365 | 0.0 | 0.0 | 0.0746 | 0.0748 | 0.0 | 0.0 | 0.2863 | 0.3161 | 0.5896 | 0.6369 | 0.7082 | 0.7516 | 0.5373 | 0.5619 | 0.0 | 0.0 | 0.2363 | 0.2500 | 0.0994 | 0.1022 | 0.2309 | 0.2424 | 0.1760 | 0.1820 | 0.0 | 0.0 | 0.7725 | 0.8611 | 0.9102 | 0.9235 | 0.0385 | 0.0385 | 0.0 | 0.0 | 0.1432 | 0.1675 | 0.0 | 0.0 | 0.2567 | 0.2744 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5177 | 0.5364 | 0.3242 | 0.3587 | 0.8256 | 0.8928 | 0.0486 | 0.0489 | 0.4781 | 0.5078 | 0.1178 | 0.1187 | 0.7125 | 0.7700 | 0.2805 | 0.3134 | 0.0051 | 0.0051 | 253.4623 | 39.0006 | 30.359 | 15.179 |
| 226.3873 | 11.9318 | 1050 | 0.3760 | 0.4151 | 0.7488 | 0.0293 | 0.0297 | 0.0635 | 0.0651 | 0.5553 | 0.6489 | 0.5000 | 0.5199 | 0.7576 | 0.8431 | 0.7793 | 0.8336 | 0.6875 | 0.7593 | 0.6576 | 0.6775 | 0.0 | 0.0 | 0.0436 | 0.0451 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8203 | 0.8956 | 0.0 | 0.0 | 0.0064 | 0.0065 | 0.8511 | 0.9239 | 0.7868 | 0.8587 | 0.7817 | 0.8857 | 0.0 | 0.0 | 0.6171 | 0.6795 | 0.7647 | 0.8705 | 0.0 | 0.0 | 0.3051 | 0.3202 | 0.0 | 0.0 | 0.3953 | 0.4613 | 0.6016 | 0.6927 | 0.7390 | 0.7959 | 0.6352 | 0.7132 | 0.0 | 0.0 | 0.3039 | 0.3375 | 0.2249 | 0.2427 | 0.3492 | 0.3947 | 0.2028 | 0.2140 | 0.0200 | 0.0200 | 0.7766 | 0.8814 | 0.9262 | 0.9469 | 0.2893 | 0.2898 | 0.0 | 0.0 | 0.3581 | 0.4667 | 0.0 | 0.0 | 0.4221 | 0.4987 | 0.0171 | 0.0171 | 0.0 | 0.0 | 0.6035 | 0.6579 | 0.4544 | 0.5174 | 0.8227 | 0.9081 | 0.0398 | 0.0400 | 0.6760 | 0.7096 | 0.3046 | 0.3172 | 0.7505 | 0.8217 | 0.2830 | 0.3014 | 0.3510 | 0.4776 | 249.7391 | 38.6894 | 30.603 | 15.301 |
| 226.3873 | 11.9318 | 1050 | 0.3760 | 0.4151 | 0.7488 | 0.0293 | 0.0297 | 0.0635 | 0.0651 | 0.5553 | 0.6489 | 0.5000 | 0.5199 | 0.7576 | 0.8431 | 0.7793 | 0.8336 | 0.6875 | 0.7593 | 0.6576 | 0.6775 | 0.0 | 0.0 | 0.0436 | 0.0451 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8203 | 0.8956 | 0.0 | 0.0 | 0.0064 | 0.0065 | 0.8511 | 0.9239 | 0.7868 | 0.8587 | 0.7817 | 0.8857 | 0.0 | 0.0 | 0.6171 | 0.6795 | 0.7647 | 0.8705 | 0.0 | 0.0 | 0.3051 | 0.3202 | 0.0 | 0.0 | 0.3953 | 0.4613 | 0.6016 | 0.6927 | 0.7390 | 0.7959 | 0.6352 | 0.7132 | 0.0 | 0.0 | 0.3039 | 0.3375 | 0.2249 | 0.2427 | 0.3492 | 0.3947 | 0.2028 | 0.2140 | 0.0200 | 0.0200 | 0.7766 | 0.8814 | 0.9262 | 0.9469 | 0.2893 | 0.2898 | 0.0 | 0.0 | 0.3581 | 0.4667 | 0.0 | 0.0 | 0.4221 | 0.4987 | 0.0171 | 0.0171 | 0.0 | 0.0 | 0.6035 | 0.6579 | 0.4544 | 0.5174 | 0.8227 | 0.9081 | 0.0398 | 0.0400 | 0.6760 | 0.7096 | 0.3046 | 0.3172 | 0.7505 | 0.8217 | 0.2830 | 0.3014 | 0.3510 | 0.4776 | 249.7391 | 38.6894 | 30.603 | 15.301 |
| 221.8042 | 13.6364 | 1200 | 0.4016 | 0.4452 | 0.7686 | 0.0414 | 0.0473 | 0.0925 | 0.0971 | 0.6040 | 0.6446 | 0.5340 | 0.5727 | 0.7647 | 0.8497 | 0.7831 | 0.8674 | 0.7142 | 0.7892 | 0.6418 | 0.6652 | 0.0 | 0.0 | 0.2877 | 0.3611 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8264 | 0.8918 | 0.0 | 0.0 | 0.0526 | 0.0527 | 0.8558 | 0.9191 | 0.8235 | 0.9118 | 0.8265 | 0.9445 | 0.0 | 0.0 | 0.6505 | 0.7393 | 0.7664 | 0.8502 | 0.0 | 0.0 | 0.4512 | 0.4857 | 0.0 | 0.0 | 0.4085 | 0.4970 | 0.5738 | 0.6082 | 0.7424 | 0.7998 | 0.6561 | 0.7482 | 0.0 | 0.0 | 0.2501 | 0.2726 | 0.2858 | 0.3170 | 0.3866 | 0.4504 | 0.2421 | 0.2659 | 0.0 | 0.0 | 0.7782 | 0.8654 | 0.9304 | 0.9502 | 0.4416 | 0.4832 | 0.0 | 0.0 | 0.3602 | 0.5646 | 0.0 | 0.0 | 0.4479 | 0.5174 | 0.0845 | 0.0850 | 0.0 | 0.0 | 0.6760 | 0.7633 | 0.4610 | 0.5202 | 0.8280 | 0.9242 | 0.0712 | 0.0731 | 0.6490 | 0.6763 | 0.4068 | 0.4222 | 0.7522 | 0.8143 | 0.4115 | 0.4827 | 0.3258 | 0.3620 | 245.4609 | 36.4566 | 32.477 | 16.238 |
| 221.8042 | 13.6364 | 1200 | 0.4016 | 0.4452 | 0.7686 | 0.0414 | 0.0473 | 0.0925 | 0.0971 | 0.6040 | 0.6446 | 0.5340 | 0.5727 | 0.7647 | 0.8497 | 0.7831 | 0.8674 | 0.7142 | 0.7892 | 0.6418 | 0.6652 | 0.0 | 0.0 | 0.2877 | 0.3611 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8264 | 0.8918 | 0.0 | 0.0 | 0.0526 | 0.0527 | 0.8558 | 0.9191 | 0.8235 | 0.9118 | 0.8265 | 0.9445 | 0.0 | 0.0 | 0.6505 | 0.7393 | 0.7664 | 0.8502 | 0.0 | 0.0 | 0.4512 | 0.4857 | 0.0 | 0.0 | 0.4085 | 0.4970 | 0.5738 | 0.6082 | 0.7424 | 0.7998 | 0.6561 | 0.7482 | 0.0 | 0.0 | 0.2501 | 0.2726 | 0.2858 | 0.3170 | 0.3866 | 0.4504 | 0.2421 | 0.2659 | 0.0 | 0.0 | 0.7782 | 0.8654 | 0.9304 | 0.9502 | 0.4416 | 0.4832 | 0.0 | 0.0 | 0.3602 | 0.5646 | 0.0 | 0.0 | 0.4479 | 0.5174 | 0.0845 | 0.0850 | 0.0 | 0.0 | 0.6760 | 0.7633 | 0.4610 | 0.5202 | 0.8280 | 0.9242 | 0.0712 | 0.0731 | 0.6490 | 0.6763 | 0.4068 | 0.4222 | 0.7522 | 0.8143 | 0.4115 | 0.4827 | 0.3258 | 0.3620 | 245.4609 | 36.4566 | 32.477 | 16.238 |
| 218.4526 | 15.3409 | 1350 | 0.4062 | 0.4476 | 0.7564 | 0.2279 | 0.2550 | 0.0922 | 0.0971 | 0.6175 | 0.6688 | 0.4974 | 0.5354 | 0.7729 | 0.8433 | 0.7603 | 0.7949 | 0.7176 | 0.8029 | 0.6590 | 0.6821 | 0.0 | 0.0 | 0.1481 | 0.1624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8282 | 0.8882 | 0.0 | 0.0 | 0.0221 | 0.0222 | 0.8563 | 0.9214 | 0.8086 | 0.9268 | 0.8333 | 0.9315 | 0.0 | 0.0 | 0.6486 | 0.7346 | 0.7689 | 0.8537 | 0.0 | 0.0 | 0.4817 | 0.5283 | 0.0 | 0.0 | 0.3704 | 0.4269 | 0.6339 | 0.7093 | 0.7392 | 0.7930 | 0.6567 | 0.7430 | 0.0 | 0.0 | 0.2088 | 0.2174 | 0.2482 | 0.2668 | 0.3493 | 0.3897 | 0.2311 | 0.2515 | 0.0 | 0.0 | 0.7848 | 0.8737 | 0.9233 | 0.9394 | 0.5041 | 0.5268 | 0.0 | 0.0 | 0.3841 | 0.6280 | 0.0 | 0.0 | 0.4925 | 0.5649 | 0.0342 | 0.0343 | 0.0 | 0.0 | 0.6654 | 0.7461 | 0.5133 | 0.6033 | 0.8368 | 0.9157 | 0.1601 | 0.1648 | 0.6902 | 0.7050 | 0.4655 | 0.4871 | 0.7220 | 0.7768 | 0.3532 | 0.4006 | 0.4136 | 0.4634 | 243.2676 | 38.0117 | 31.148 | 15.574 |
| 218.4526 | 15.3409 | 1350 | 0.4062 | 0.4476 | 0.7564 | 0.2279 | 0.2550 | 0.0922 | 0.0971 | 0.6175 | 0.6688 | 0.4974 | 0.5354 | 0.7729 | 0.8433 | 0.7603 | 0.7949 | 0.7176 | 0.8029 | 0.6590 | 0.6821 | 0.0 | 0.0 | 0.1481 | 0.1624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8282 | 0.8882 | 0.0 | 0.0 | 0.0221 | 0.0222 | 0.8563 | 0.9214 | 0.8086 | 0.9268 | 0.8333 | 0.9315 | 0.0 | 0.0 | 0.6486 | 0.7346 | 0.7689 | 0.8537 | 0.0 | 0.0 | 0.4817 | 0.5283 | 0.0 | 0.0 | 0.3704 | 0.4269 | 0.6339 | 0.7093 | 0.7392 | 0.7930 | 0.6567 | 0.7430 | 0.0 | 0.0 | 0.2088 | 0.2174 | 0.2482 | 0.2668 | 0.3493 | 0.3897 | 0.2311 | 0.2515 | 0.0 | 0.0 | 0.7848 | 0.8737 | 0.9233 | 0.9394 | 0.5041 | 0.5268 | 0.0 | 0.0 | 0.3841 | 0.6280 | 0.0 | 0.0 | 0.4925 | 0.5649 | 0.0342 | 0.0343 | 0.0 | 0.0 | 0.6654 | 0.7461 | 0.5133 | 0.6033 | 0.8368 | 0.9157 | 0.1601 | 0.1648 | 0.6902 | 0.7050 | 0.4655 | 0.4871 | 0.7220 | 0.7768 | 0.3532 | 0.4006 | 0.4136 | 0.4634 | 243.2676 | 38.0117 | 31.148 | 15.574 |
| 216.0369 | 17.0455 | 1500 | 0.4114 | 0.4541 | 0.7670 | 0.1337 | 0.1536 | 0.0762 | 0.0782 | 0.6149 | 0.6631 | 0.5149 | 0.5556 | 0.7663 | 0.8267 | 0.7824 | 0.8235 | 0.7096 | 0.7888 | 0.6704 | 0.6921 | 0.0 | 0.0 | 0.1768 | 0.1911 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8271 | 0.8890 | 0.0 | 0.0 | 0.0379 | 0.0379 | 0.8557 | 0.9163 | 0.8370 | 0.9208 | 0.8306 | 0.9419 | 0.0 | 0.0 | 0.6525 | 0.7340 | 0.7712 | 0.8650 | 0.0 | 0.0 | 0.4756 | 0.5222 | 0.0 | 0.0 | 0.3930 | 0.4637 | 0.6238 | 0.7100 | 0.7475 | 0.8076 | 0.6638 | 0.7353 | 0.0 | 0.0 | 0.2931 | 0.3195 | 0.2900 | 0.3176 | 0.3674 | 0.4183 | 0.2376 | 0.2592 | 0.0 | 0.0 | 0.7867 | 0.8744 | 0.9241 | 0.9409 | 0.4915 | 0.5119 | 0.0 | 0.0 | 0.3568 | 0.5768 | 0.0 | 0.0 | 0.5218 | 0.6026 | 0.0604 | 0.0606 | 0.0 | 0.0 | 0.6563 | 0.7113 | 0.5066 | 0.6155 | 0.8303 | 0.9143 | 0.1510 | 0.1580 | 0.7092 | 0.7487 | 0.4811 | 0.5081 | 0.7550 | 0.8225 | 0.3900 | 0.4493 | 0.4240 | 0.4885 | 242.1257 | 39.3239 | 30.109 | 15.054 |
| 216.0369 | 17.0455 | 1500 | 0.4114 | 0.4541 | 0.7670 | 0.1337 | 0.1536 | 0.0762 | 0.0782 | 0.6149 | 0.6631 | 0.5149 | 0.5556 | 0.7663 | 0.8267 | 0.7824 | 0.8235 | 0.7096 | 0.7888 | 0.6704 | 0.6921 | 0.0 | 0.0 | 0.1768 | 0.1911 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8271 | 0.8890 | 0.0 | 0.0 | 0.0379 | 0.0379 | 0.8557 | 0.9163 | 0.8370 | 0.9208 | 0.8306 | 0.9419 | 0.0 | 0.0 | 0.6525 | 0.7340 | 0.7712 | 0.8650 | 0.0 | 0.0 | 0.4756 | 0.5222 | 0.0 | 0.0 | 0.3930 | 0.4637 | 0.6238 | 0.7100 | 0.7475 | 0.8076 | 0.6638 | 0.7353 | 0.0 | 0.0 | 0.2931 | 0.3195 | 0.2900 | 0.3176 | 0.3674 | 0.4183 | 0.2376 | 0.2592 | 0.0 | 0.0 | 0.7867 | 0.8744 | 0.9241 | 0.9409 | 0.4915 | 0.5119 | 0.0 | 0.0 | 0.3568 | 0.5768 | 0.0 | 0.0 | 0.5218 | 0.6026 | 0.0604 | 0.0606 | 0.0 | 0.0 | 0.6563 | 0.7113 | 0.5066 | 0.6155 | 0.8303 | 0.9143 | 0.1510 | 0.1580 | 0.7092 | 0.7487 | 0.4811 | 0.5081 | 0.7550 | 0.8225 | 0.3900 | 0.4493 | 0.4240 | 0.4885 | 242.1257 | 39.3239 | 30.109 | 15.054 |
| 214.3244 | 18.75 | 1650 | 0.4092 | 0.4515 | 0.7668 | 0.1578 | 0.1806 | 0.0798 | 0.0820 | 0.6137 | 0.6665 | 0.5351 | 0.5757 | 0.7736 | 0.8370 | 0.7898 | 0.8378 | 0.7090 | 0.7849 | 0.6888 | 0.7112 | 0.0 | 0.0 | 0.2113 | 0.2368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8276 | 0.8849 | 0.0 | 0.0 | 0.0577 | 0.0579 | 0.8600 | 0.9181 | 0.8337 | 0.9197 | 0.8343 | 0.9423 | 0.0 | 0.0 | 0.6482 | 0.7210 | 0.7722 | 0.8626 | 0.0 | 0.0 | 0.4223 | 0.4549 | 0.0 | 0.0 | 0.3931 | 0.4598 | 0.6222 | 0.6854 | 0.7474 | 0.8087 | 0.6602 | 0.7341 | 0.0 | 0.0 | 0.2659 | 0.2848 | 0.2922 | 0.3171 | 0.3641 | 0.4142 | 0.2416 | 0.2620 | 0.0 | 0.0 | 0.7869 | 0.8730 | 0.9294 | 0.9489 | 0.3728 | 0.3952 | 0.0 | 0.0 | 0.3733 | 0.6259 | 0.0 | 0.0 | 0.5063 | 0.5774 | 0.0582 | 0.0584 | 0.0 | 0.0 | 0.6665 | 0.7335 | 0.4923 | 0.5730 | 0.8294 | 0.9135 | 0.1683 | 0.1785 | 0.7212 | 0.7607 | 0.3975 | 0.4169 | 0.7545 | 0.8255 | 0.4079 | 0.4684 | 0.4139 | 0.4880 | 240.7806 | 35.2182 | 33.619 | 16.809 |
| 214.3244 | 18.75 | 1650 | 0.4092 | 0.4515 | 0.7668 | 0.1578 | 0.1806 | 0.0798 | 0.0820 | 0.6137 | 0.6665 | 0.5351 | 0.5757 | 0.7736 | 0.8370 | 0.7898 | 0.8378 | 0.7090 | 0.7849 | 0.6888 | 0.7112 | 0.0 | 0.0 | 0.2113 | 0.2368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8276 | 0.8849 | 0.0 | 0.0 | 0.0577 | 0.0579 | 0.8600 | 0.9181 | 0.8337 | 0.9197 | 0.8343 | 0.9423 | 0.0 | 0.0 | 0.6482 | 0.7210 | 0.7722 | 0.8626 | 0.0 | 0.0 | 0.4223 | 0.4549 | 0.0 | 0.0 | 0.3931 | 0.4598 | 0.6222 | 0.6854 | 0.7474 | 0.8087 | 0.6602 | 0.7341 | 0.0 | 0.0 | 0.2659 | 0.2848 | 0.2922 | 0.3171 | 0.3641 | 0.4142 | 0.2416 | 0.2620 | 0.0 | 0.0 | 0.7869 | 0.8730 | 0.9294 | 0.9489 | 0.3728 | 0.3952 | 0.0 | 0.0 | 0.3733 | 0.6259 | 0.0 | 0.0 | 0.5063 | 0.5774 | 0.0582 | 0.0584 | 0.0 | 0.0 | 0.6665 | 0.7335 | 0.4923 | 0.5730 | 0.8294 | 0.9135 | 0.1683 | 0.1785 | 0.7212 | 0.7607 | 0.3975 | 0.4169 | 0.7545 | 0.8255 | 0.4079 | 0.4684 | 0.4139 | 0.4880 | 240.7806 | 35.2182 | 33.619 | 16.809 |
Framework versions
- Transformers 5.0.0
- Pytorch 2.9.1+cu128
- Datasets 4.5.0
- Tokenizers 0.22.2
- Downloads last month
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Model tree for AllanK24/mask2former-swin-large-apple-dms-run5
Base model
facebook/mask2former-swin-large-ade-semantic