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Viper4717
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berry_segmentation

Image Segmentation
Safetensors
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segformer
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  1. config.json +81 -0
  2. evaluation_log.txt +108 -0
  3. model.safetensors +3 -0
  4. preprocessor_config.json +23 -0
config.json ADDED
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+ {
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+ "architectures": [
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+ "SegformerForSemanticSegmentation"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "classifier_dropout_prob": 0.1,
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+ "decoder_hidden_size": 256,
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+ "depths": [
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+ 2,
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+ 2,
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+ 2,
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+ ],
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+ "downsampling_rates": [
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+ 1,
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+ 4,
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+ 8,
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+ 16
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+ ],
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+ "drop_path_rate": 0.1,
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+ "dtype": "float32",
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_sizes": [
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+ 32,
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+ 64,
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+ 160,
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+ 256
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+ ],
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+ "id2label": {
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+ "0": "background",
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+ "1": "berry",
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+ "2": "debris",
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+ "3": "greenberry"
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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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+ "background": "0",
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+ "berry": "1",
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+ "debris": "2",
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+ "greenberry": "3"
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+ },
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+ "layer_norm_eps": 1e-06,
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+ "mlp_ratios": [
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+ 4,
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+ 4,
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+ 4,
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+ 4
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+ ],
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+ "model_type": "segformer",
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+ "num_attention_heads": [
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+ 1,
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+ 2,
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+ 5,
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+ 8
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+ ],
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+ "num_channels": 3,
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+ "num_encoder_blocks": 4,
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+ "patch_sizes": [
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+ 7,
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+ 3,
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+ 3,
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+ ],
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+ "reshape_last_stage": true,
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+ "semantic_loss_ignore_index": 255,
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+ "sr_ratios": [
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+ 8,
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+ ],
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+ "strides": [
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+ ],
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+ "transformers_version": "4.56.0"
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+ }
evaluation_log.txt ADDED
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+ --- Epoch 0/5 ---
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+ Mean Jaccard Index (mIoU): 0.5786
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+ Per-Class Jaccard Index (IoU):
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+ background: 0.9035
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+ berry: 0.8195
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+ debris: 0.2947
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+ greenberry: 0.2966
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+ Per-Class Precision:
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+ background: 0.9517
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+ berry: 0.8773
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+ debris: 0.7234
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+ greenberry: 0.8298
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+ Per-Class Recall:
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+ background: 0.9469
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+ berry: 0.9256
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+ debris: 0.3321
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+ greenberry: 0.3158
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+
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+ --- Epoch 0/5 ---
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+ Mean Jaccard Index (mIoU): 0.6468
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+ Per-Class Jaccard Index (IoU):
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+ background: 0.9109
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+ berry: 0.8315
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+ debris: 0.3822
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+ greenberry: 0.4626
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+ Per-Class Precision:
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+ background: 0.9607
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+ berry: 0.8833
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+ debris: 0.7617
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+ greenberry: 0.7308
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+ Per-Class Recall:
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+ background: 0.9462
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+ berry: 0.9341
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+ debris: 0.4341
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+ greenberry: 0.5577
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+
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+ --- Epoch 0/5 ---
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+ Mean Jaccard Index (mIoU): 0.6636
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+ Per-Class Jaccard Index (IoU):
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+ background: 0.9138
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+ berry: 0.8371
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+ debris: 0.4057
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+ greenberry: 0.4980
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+ Per-Class Precision:
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+ background: 0.9641
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+ berry: 0.8875
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+ debris: 0.7255
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+ greenberry: 0.6834
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+ Per-Class Recall:
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+ background: 0.9460
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+ berry: 0.9365
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+ debris: 0.4793
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+ greenberry: 0.6473
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+
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+ --- Epoch 0/5 ---
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+ Mean Jaccard Index (mIoU): 0.6695
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+ Per-Class Jaccard Index (IoU):
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+ background: 0.9155
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+ berry: 0.8404
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+ debris: 0.4132
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+ greenberry: 0.5091
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+ Per-Class Precision:
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+ background: 0.9633
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+ berry: 0.8950
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+ debris: 0.6769
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+ greenberry: 0.6736
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+ Per-Class Recall:
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+ background: 0.9486
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+ berry: 0.9322
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+ debris: 0.5148
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+ greenberry: 0.6758
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+
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+ --- Epoch 0/5 ---
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+ Mean Jaccard Index (mIoU): 0.6720
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+ Per-Class Jaccard Index (IoU):
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+ background: 0.9164
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+ berry: 0.8421
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+ debris: 0.4104
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+ greenberry: 0.5189
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+ Per-Class Precision:
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+ background: 0.9643
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+ berry: 0.8952
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+ debris: 0.6594
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+ greenberry: 0.6840
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+ Per-Class Recall:
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+ background: 0.9486
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+ berry: 0.9342
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+ debris: 0.5209
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+ greenberry: 0.6826
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+
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+ --- Epoch 0/5 ---
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+ Mean Jaccard Index (mIoU): 0.6747
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+ Per-Class Jaccard Index (IoU):
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+ background: 0.9172
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+ berry: 0.8433
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+ debris: 0.4133
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+ greenberry: 0.5251
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+ Per-Class Precision:
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+ background: 0.9647
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+ berry: 0.8959
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+ debris: 0.6553
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+ greenberry: 0.6914
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+ Per-Class Recall:
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+ background: 0.9491
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+ berry: 0.9349
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+ debris: 0.5280
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+ greenberry: 0.6858
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+
model.safetensors ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:4062009db111819a96ecf6f988b97836fd14690b511f68f033bd3c9cdddabbde
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+ size 14886832
preprocessor_config.json ADDED
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+ {
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+ "do_normalize": true,
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+ "do_reduce_labels": false,
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+ "do_rescale": true,
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+ "do_resize": true,
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+ "image_mean": [
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+ 0.485,
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+ 0.456,
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+ ],
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+ "image_processor_type": "SegformerImageProcessor",
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+ "image_std": [
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+ "resample": 2,
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+ "size": {
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+ "width": 512
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+ }
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+ }