Upload folder using huggingface_hub
Browse files- README.md +13 -0
- config.json +2088 -0
- model.safetensors +3 -0
- preprocessor_config.json +22 -0
README.md
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---
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license: apache-2.0
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---
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---
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license: apache-2.0
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---
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# PVTv2
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This is the Hugging Face PyTorch implementation of the [PVTv2](https://arxiv.org/abs/2106.13797) model.
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## Model Description
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The Pyramid Vision Transformer v2 (PVTv2) is a powerful, lightweight hierarchical transformer backbone for vision tasks. PVTv2 infuses convolution operations into its transformer layers to infuse properties of CNNs that enable them to learn image data efficiently. This mix transformer architecture requires no added positional embeddings, and produces multi-scale feature maps which are known to be beneficial for dense and fine-grained prediction tasks.
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Vision models using PVTv2 for a backbone:
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1. [Segformer](https://arxiv.org/abs/2105.15203) for Semantic Segmentation.
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2. [GLPN](https://arxiv.org/abs/2201.07436) for Monocular Depth.
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3. [Deformable DETR](https://arxiv.org/abs/2010.04159) for 2D Object Detection.
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4. [Panoptic Segformer](https://arxiv.org/abs/2109.03814) for Panoptic Segmentation.
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config.json
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|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "FoamoftheSea/pvt_v2_b0",
|
| 3 |
+
"_out_features": [
|
| 4 |
+
"stage1",
|
| 5 |
+
"stage2",
|
| 6 |
+
"stage3",
|
| 7 |
+
"stage4"
|
| 8 |
+
],
|
| 9 |
+
"_out_indices": [
|
| 10 |
+
0,
|
| 11 |
+
1,
|
| 12 |
+
2,
|
| 13 |
+
3
|
| 14 |
+
],
|
| 15 |
+
"architectures": [
|
| 16 |
+
"PvtV2ForImageClassification"
|
| 17 |
+
],
|
| 18 |
+
"attention_probs_dropout_prob": 0.0,
|
| 19 |
+
"depths": [
|
| 20 |
+
2,
|
| 21 |
+
2,
|
| 22 |
+
2,
|
| 23 |
+
2
|
| 24 |
+
],
|
| 25 |
+
"drop_path_rate": 0.0,
|
| 26 |
+
"hidden_act": "gelu",
|
| 27 |
+
"hidden_dropout_prob": 0.0,
|
| 28 |
+
"hidden_sizes": [
|
| 29 |
+
32,
|
| 30 |
+
64,
|
| 31 |
+
160,
|
| 32 |
+
256
|
| 33 |
+
],
|
| 34 |
+
"id2label": {
|
| 35 |
+
"0": "LABEL_0",
|
| 36 |
+
"1": "LABEL_1",
|
| 37 |
+
"2": "LABEL_2",
|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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| 58 |
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| 59 |
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|
| 60 |
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| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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| 67 |
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| 68 |
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| 69 |
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| 70 |
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| 71 |
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| 72 |
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| 77 |
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| 83 |
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| 84 |
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| 85 |
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| 86 |
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| 87 |
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| 88 |
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| 95 |
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| 96 |
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| 97 |
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| 98 |
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| 103 |
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| 104 |
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| 105 |
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| 106 |
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| 132 |
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| 133 |
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| 134 |
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| 135 |
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| 136 |
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| 137 |
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|
| 138 |
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| 139 |
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| 140 |
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| 141 |
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| 142 |
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| 143 |
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| 144 |
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| 145 |
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|
| 146 |
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| 147 |
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| 148 |
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| 149 |
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| 150 |
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| 151 |
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| 152 |
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| 153 |
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|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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| 159 |
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|
| 160 |
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| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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"135": "LABEL_135",
|
| 171 |
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"136": "LABEL_136",
|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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"150": "LABEL_150",
|
| 186 |
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"151": "LABEL_151",
|
| 187 |
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"152": "LABEL_152",
|
| 188 |
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"153": "LABEL_153",
|
| 189 |
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"154": "LABEL_154",
|
| 190 |
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"155": "LABEL_155",
|
| 191 |
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"156": "LABEL_156",
|
| 192 |
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|
| 193 |
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|
| 194 |
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|
| 195 |
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"160": "LABEL_160",
|
| 196 |
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|
| 197 |
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| 198 |
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| 199 |
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| 200 |
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| 201 |
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| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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| 209 |
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| 210 |
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| 211 |
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| 212 |
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| 213 |
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| 214 |
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|
| 215 |
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| 216 |
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| 217 |
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| 218 |
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| 219 |
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| 220 |
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| 221 |
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| 222 |
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| 223 |
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|
| 224 |
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| 225 |
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| 226 |
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| 227 |
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| 228 |
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| 229 |
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| 230 |
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| 231 |
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| 232 |
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| 233 |
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| 234 |
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| 235 |
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| 2053 |
+
1,
|
| 2054 |
+
2,
|
| 2055 |
+
5,
|
| 2056 |
+
8
|
| 2057 |
+
],
|
| 2058 |
+
"num_channels": 3,
|
| 2059 |
+
"num_encoder_blocks": 4,
|
| 2060 |
+
"patch_sizes": [
|
| 2061 |
+
7,
|
| 2062 |
+
3,
|
| 2063 |
+
3,
|
| 2064 |
+
3
|
| 2065 |
+
],
|
| 2066 |
+
"qkv_bias": true,
|
| 2067 |
+
"reshape_last_stage": true,
|
| 2068 |
+
"sr_ratios": [
|
| 2069 |
+
8,
|
| 2070 |
+
4,
|
| 2071 |
+
2,
|
| 2072 |
+
1
|
| 2073 |
+
],
|
| 2074 |
+
"stage_names": [
|
| 2075 |
+
"stage1",
|
| 2076 |
+
"stage2",
|
| 2077 |
+
"stage3",
|
| 2078 |
+
"stage4"
|
| 2079 |
+
],
|
| 2080 |
+
"strides": [
|
| 2081 |
+
4,
|
| 2082 |
+
2,
|
| 2083 |
+
2,
|
| 2084 |
+
2
|
| 2085 |
+
],
|
| 2086 |
+
"torch_dtype": "float32",
|
| 2087 |
+
"transformers_version": "4.37.0.dev0"
|
| 2088 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:83f9f76db888d15a114a2a4f29f7a951cd22faaa461ded0e64d97c120bcc6314
|
| 3 |
+
size 14690352
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"do_rescale": true,
|
| 4 |
+
"do_resize": true,
|
| 5 |
+
"image_mean": [
|
| 6 |
+
0.485,
|
| 7 |
+
0.456,
|
| 8 |
+
0.406
|
| 9 |
+
],
|
| 10 |
+
"image_processor_type": "PvtImageProcessor",
|
| 11 |
+
"image_std": [
|
| 12 |
+
0.229,
|
| 13 |
+
0.224,
|
| 14 |
+
0.225
|
| 15 |
+
],
|
| 16 |
+
"resample": 2,
|
| 17 |
+
"rescale_factor": 0.00392156862745098,
|
| 18 |
+
"size": {
|
| 19 |
+
"height": 224,
|
| 20 |
+
"width": 224
|
| 21 |
+
}
|
| 22 |
+
}
|