Hugging Face's logo

qualcomm
/
ResNet101Quantized

Image Classification
PyTorch
TF Lite
ONNX
backbone
quantized
android
Model card Files Community
qaihm-bot commited on
Commit
961d9ac
·
verified ·
1 Parent(s): 3dd0e15

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +23 -26
README.md CHANGED
@@ -1,7 +1,4 @@
1
  ---
2
- datasets:
3
- - imagenet-1k
4
- - imagenet-22k
5
  library_name: pytorch
6
  license: bsd-3-clause
7
  pipeline_tag: image-classification
@@ -39,28 +36,28 @@ More details on model performance across various devices, can be found
39
 
40
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
41
  |---|---|---|---|---|---|---|---|---|
42
- | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.159 ms | 0 - 52 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
43
- | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.382 ms | 0 - 10 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
44
- | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.239 ms | 0 - 50 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
45
- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.867 ms | 0 - 97 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
46
- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.043 ms | 0 - 21 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
47
- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.597 ms | 0 - 146 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
48
- | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.486 ms | 0 - 35 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
49
- | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.377 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
50
- | ResNet101Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.354 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
51
- | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.159 ms | 0 - 1 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
52
- | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.324 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
53
- | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.157 ms | 0 - 27 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
54
- | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.324 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
55
- | ResNet101Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.162 ms | 0 - 371 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
56
- | ResNet101Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.325 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
57
- | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.367 ms | 0 - 99 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
58
- | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.592 ms | 0 - 25 MB | INT8 | NPU | Use Export Script |
59
- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.832 ms | 0 - 30 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
60
- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.004 ms | 0 - 22 MB | INT8 | NPU | Use Export Script |
61
- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.585 ms | 0 - 60 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
62
- | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.327 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
63
- | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.35 ms | 46 - 46 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
64
 
65
 
66
 
@@ -125,7 +122,7 @@ ResNet101Quantized
125
  Device : Samsung Galaxy S23 (13)
126
  Runtime : TFLITE
127
  Estimated inference time (ms) : 1.2
128
- Estimated peak memory usage (MB): [0, 52]
129
  Total # Ops : 150
130
  Compute Unit(s) : NPU (150 ops)
131
  ```
 
1
  ---
 
 
 
2
  library_name: pytorch
3
  license: bsd-3-clause
4
  pipeline_tag: image-classification
 
36
 
37
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.167 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
40
+ | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.379 ms | 0 - 116 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
41
+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.874 ms | 0 - 101 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
42
+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.046 ms | 0 - 23 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
43
+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.802 ms | 0 - 31 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
44
+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.936 ms | 0 - 23 MB | INT8 | NPU | Use Export Script |
45
+ | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.651 ms | 0 - 34 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
46
+ | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.434 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
47
+ | ResNet101Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.296 ms | 0 - 3 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
48
+ | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.158 ms | 0 - 1 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
49
+ | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.323 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
50
+ | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.16 ms | 0 - 35 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
51
+ | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.33 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
52
+ | ResNet101Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.158 ms | 0 - 383 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
53
+ | ResNet101Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.327 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
54
+ | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.152 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
55
+ | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.321 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
56
+ | ResNet101Quantized | SA8295P ADP | SA8295P | TFLITE | 1.787 ms | 0 - 28 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
57
+ | ResNet101Quantized | SA8295P ADP | SA8295P | QNN | 2.392 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
58
+ | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.356 ms | 0 - 97 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
59
+ | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.599 ms | 0 - 23 MB | INT8 | NPU | Use Export Script |
60
+ | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.425 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
61
 
62
 
63
 
 
122
  Device : Samsung Galaxy S23 (13)
123
  Runtime : TFLITE
124
  Estimated inference time (ms) : 1.2
125
+ Estimated peak memory usage (MB): [0, 2]
126
  Total # Ops : 150
127
  Compute Unit(s) : NPU (150 ops)
128
  ```