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End of training

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  1. README.md +26 -13
  2. config.json +14 -2
  3. model.safetensors +2 -2
  4. training_args.bin +1 -1
README.md CHANGED
@@ -1,7 +1,7 @@
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  ---
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- base_model: nvidia/mit-b0
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  library_name: transformers
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  license: other
 
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  tags:
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  - vision
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  - image-segmentation
@@ -16,16 +16,28 @@ should probably proofread and complete it, then remove this comment. -->
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  # segformer-b0-finetuned-segments-satellite-terrain
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- This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the ZeeeWP/terrain_map_obstacle dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.4376
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- - Mean Iou: 0.3519
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- - Mean Accuracy: 0.7038
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- - Overall Accuracy: 0.7038
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  - Accuracy Unlabeled: nan
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- - Accuracy Obstacle: 0.7038
 
 
 
 
 
 
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  - Iou Unlabeled: 0.0
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- - Iou Obstacle: 0.7038
 
 
 
 
 
 
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  ## Model description
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@@ -54,11 +66,12 @@ The following hyperparameters were used during training:
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  ### Training results
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- | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Obstacle | Iou Unlabeled | Iou Obstacle |
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- |:-------------:|:------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-----------------:|:-------------:|:------------:|
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- | 0.4655 | 3.3333 | 20 | 0.5979 | 0.2393 | 0.4786 | 0.4786 | nan | 0.4786 | 0.0 | 0.4786 |
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- | 0.409 | 6.6667 | 40 | 0.5183 | 0.3392 | 0.6784 | 0.6784 | nan | 0.6784 | 0.0 | 0.6784 |
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- | 0.3966 | 10.0 | 60 | 0.4376 | 0.3519 | 0.7038 | 0.7038 | nan | 0.7038 | 0.0 | 0.7038 |
 
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  ### Framework versions
 
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  ---
 
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  library_name: transformers
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  license: other
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+ base_model: nvidia/mit-b0
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  tags:
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  - vision
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  - image-segmentation
 
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  # segformer-b0-finetuned-segments-satellite-terrain
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+ This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the ZeeeWP/terrain_map dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 1.5864
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+ - Mean Iou: 0.2321
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+ - Mean Accuracy: 0.3696
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+ - Overall Accuracy: 0.5634
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  - Accuracy Unlabeled: nan
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+ - Accuracy Sand: 0.7791
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+ - Accuracy Cliff: 0.7374
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+ - Accuracy Bedrock flat: 0.6510
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+ - Accuracy Bedrock lowhill: 0.0354
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+ - Accuracy Bedrock highhill: 0.0
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+ - Accuracy Gravel low hill: 0.3842
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+ - Accuracy Gravel high hill: 0.0
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  - Iou Unlabeled: 0.0
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+ - Iou Sand: 0.6893
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+ - Iou Cliff: 0.4361
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+ - Iou Bedrock flat: 0.4508
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+ - Iou Bedrock lowhill: 0.0337
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+ - Iou Bedrock highhill: 0.0
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+ - Iou Gravel low hill: 0.2469
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+ - Iou Gravel high hill: 0.0
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  ## Model description
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  ### Training results
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+ | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Sand | Accuracy Cliff | Accuracy Bedrock flat | Accuracy Bedrock lowhill | Accuracy Bedrock highhill | Accuracy Gravel low hill | Accuracy Gravel high hill | Iou Unlabeled | Iou Sand | Iou Cliff | Iou Bedrock flat | Iou Bedrock lowhill | Iou Bedrock highhill | Iou Gravel low hill | Iou Gravel high hill |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-------------:|:--------------:|:---------------------:|:------------------------:|:-------------------------:|:------------------------:|:-------------------------:|:-------------:|:--------:|:---------:|:----------------:|:-------------------:|:--------------------:|:-------------------:|:--------------------:|
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+ | 1.8112 | 2.5 | 20 | 1.9952 | 0.1801 | 0.3131 | 0.4952 | nan | 0.5584 | 0.8000 | 0.5986 | 0.0492 | 0.0055 | 0.1607 | 0.0192 | 0.0 | 0.4056 | 0.4166 | 0.4358 | 0.0456 | 0.0018 | 0.1338 | 0.0019 |
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+ | 1.6328 | 5.0 | 40 | 1.7866 | 0.2145 | 0.3514 | 0.5421 | nan | 0.7209 | 0.8280 | 0.6081 | 0.0391 | 0.0 | 0.2636 | 0.0 | 0.0 | 0.6272 | 0.4126 | 0.4458 | 0.0376 | 0.0 | 0.1931 | 0.0 |
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+ | 1.5004 | 7.5 | 60 | 1.6383 | 0.2316 | 0.3695 | 0.5571 | nan | 0.7734 | 0.7044 | 0.6298 | 0.0443 | 0.0 | 0.4344 | 0.0 | 0.0 | 0.6825 | 0.4346 | 0.4371 | 0.0411 | 0.0 | 0.2576 | 0.0 |
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+ | 1.5562 | 10.0 | 80 | 1.5864 | 0.2321 | 0.3696 | 0.5634 | nan | 0.7791 | 0.7374 | 0.6510 | 0.0354 | 0.0 | 0.3842 | 0.0 | 0.0 | 0.6893 | 0.4361 | 0.4508 | 0.0337 | 0.0 | 0.2469 | 0.0 |
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  ### Framework versions
config.json CHANGED
@@ -29,12 +29,24 @@
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  ],
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  "id2label": {
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  "0": "unlabeled",
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- "1": "obstacle"
 
 
 
 
 
 
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  },
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  "image_size": 224,
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  "initializer_range": 0.02,
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  "label2id": {
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- "obstacle": 1,
 
 
 
 
 
 
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  "unlabeled": 0
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  },
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  "layer_norm_eps": 1e-06,
 
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  ],
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  "id2label": {
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  "0": "unlabeled",
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+ "1": "sand",
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+ "2": "cliff",
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+ "3": "bedrock flat",
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+ "4": "bedrock lowhill",
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+ "5": "bedrock highhill",
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+ "6": "gravel low hill",
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+ "7": "gravel high hill"
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  },
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  "image_size": 224,
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  "initializer_range": 0.02,
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  "label2id": {
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+ "bedrock flat": 3,
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+ "bedrock highhill": 5,
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+ "bedrock lowhill": 4,
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+ "cliff": 2,
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+ "gravel high hill": 7,
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+ "gravel low hill": 6,
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+ "sand": 1,
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  "unlabeled": 0
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  },
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  "layer_norm_eps": 1e-06,
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