Hugging Face's logo

qualcomm
/
DETR-ResNet101

Object Detection
PyTorch
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
115ac27
·
verified ·
1 Parent(s): a17b51a

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +38 -38
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: apache-2.0
4
  tags:
5
  - android
6
  pipeline_tag: object-detection
@@ -25,44 +25,44 @@ More details on model performance across various devices, can be found
25
 
26
  ### Model Details
27
 
28
- - **Model Type:** Object detection
29
  - **Model Stats:**
30
  - Model checkpoint: ResNet101
31
  - Input resolution: 480x480
32
  - Number of parameters: 60.3M
33
  - Model size: 230 MB
34
 
35
- | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
- | DETR-ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 21.231 ms | 0 - 28 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
38
- | DETR-ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 22.003 ms | 5 - 33 MB | FP16 | NPU | [DETR-ResNet101.so](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.so) |
39
- | DETR-ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 24.236 ms | 1 - 280 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
40
- | DETR-ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 15.387 ms | 0 - 191 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
41
- | DETR-ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 16.035 ms | 5 - 126 MB | FP16 | NPU | [DETR-ResNet101.so](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.so) |
42
- | DETR-ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 17.867 ms | 3 - 150 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
43
- | DETR-ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 14.867 ms | 0 - 171 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
44
- | DETR-ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 13.167 ms | 5 - 126 MB | FP16 | NPU | Use Export Script |
45
- | DETR-ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 17.406 ms | 5 - 131 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
46
- | DETR-ResNet101 | SA7255P ADP | SA7255P | TFLITE | 893.482 ms | 0 - 171 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
47
- | DETR-ResNet101 | SA7255P ADP | SA7255P | QNN | 893.695 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
48
- | DETR-ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 21.352 ms | 0 - 26 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
49
- | DETR-ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 20.76 ms | 6 - 8 MB | FP16 | NPU | Use Export Script |
50
- | DETR-ResNet101 | SA8295P ADP | SA8295P | TFLITE | 35.872 ms | 0 - 135 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
51
- | DETR-ResNet101 | SA8295P ADP | SA8295P | QNN | 36.388 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
52
- | DETR-ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 21.07 ms | 0 - 28 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
53
- | DETR-ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 20.875 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
54
- | DETR-ResNet101 | SA8775P ADP | SA8775P | TFLITE | 41.629 ms | 0 - 174 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
55
- | DETR-ResNet101 | SA8775P ADP | SA8775P | QNN | 40.575 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
56
- | DETR-ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 893.482 ms | 0 - 171 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
57
- | DETR-ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 893.695 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
58
- | DETR-ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 21.226 ms | 0 - 27 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
59
- | DETR-ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 20.539 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
60
- | DETR-ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 41.629 ms | 0 - 174 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
61
- | DETR-ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 40.575 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
62
- | DETR-ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 31.459 ms | 0 - 157 MB | FP16 | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
63
- | DETR-ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 32.163 ms | 5 - 95 MB | FP16 | NPU | Use Export Script |
64
- | DETR-ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 21.267 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
65
- | DETR-ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 25.788 ms | 115 - 115 MB | FP16 | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
66
 
67
 
68
 
@@ -124,12 +124,12 @@ python -m qai_hub_models.models.detr_resnet101.export
124
  Profiling Results
125
  ------------------------------------------------------------
126
  DETR-ResNet101
127
- Device : Samsung Galaxy S23 (13)
128
- Runtime : TFLITE
129
- Estimated inference time (ms) : 21.2
130
- Estimated peak memory usage (MB): [0, 28]
131
- Total # Ops : 872
132
- Compute Unit(s) : NPU (872 ops)
133
  ```
134
 
135
 
 
1
  ---
2
  library_name: pytorch
3
+ license: other
4
  tags:
5
  - android
6
  pipeline_tag: object-detection
 
25
 
26
  ### Model Details
27
 
28
+ - **Model Type:** Model_use_case.object_detection
29
  - **Model Stats:**
30
  - Model checkpoint: ResNet101
31
  - Input resolution: 480x480
32
  - Number of parameters: 60.3M
33
  - Model size: 230 MB
34
 
35
+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | DETR-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 139.954 ms | 1 - 176 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
38
+ | DETR-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 137.645 ms | 1 - 11 MB | NPU | Use Export Script |
39
+ | DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 39.27 ms | 0 - 167 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
40
+ | DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 49.673 ms | 5 - 102 MB | NPU | Use Export Script |
41
+ | DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 26.496 ms | 0 - 28 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
42
+ | DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 26.552 ms | 5 - 8 MB | NPU | Use Export Script |
43
+ | DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 41.897 ms | 0 - 175 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
44
+ | DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 40.585 ms | 2 - 12 MB | NPU | Use Export Script |
45
+ | DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 139.954 ms | 1 - 176 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
46
+ | DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 137.645 ms | 1 - 11 MB | NPU | Use Export Script |
47
+ | DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 26.467 ms | 0 - 27 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
48
+ | DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 26.447 ms | 5 - 7 MB | NPU | Use Export Script |
49
+ | DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 45.453 ms | 0 - 140 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
50
+ | DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 45.178 ms | 0 - 18 MB | NPU | Use Export Script |
51
+ | DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 26.89 ms | 0 - 31 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
52
+ | DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 26.508 ms | 5 - 8 MB | NPU | Use Export Script |
53
+ | DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 41.897 ms | 0 - 175 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
54
+ | DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 40.585 ms | 2 - 12 MB | NPU | Use Export Script |
55
+ | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 26.682 ms | 0 - 28 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
56
+ | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 26.367 ms | 5 - 50 MB | NPU | Use Export Script |
57
+ | DETR-ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 25.048 ms | 0 - 304 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
58
+ | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 18.974 ms | 0 - 197 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
59
+ | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 19.118 ms | 5 - 134 MB | NPU | Use Export Script |
60
+ | DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 18.474 ms | 5 - 158 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
61
+ | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 17.891 ms | 0 - 174 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
62
+ | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 16.825 ms | 5 - 135 MB | NPU | Use Export Script |
63
+ | DETR-ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 15.16 ms | 5 - 132 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
64
+ | DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 26.771 ms | 5 - 5 MB | NPU | Use Export Script |
65
+ | DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 26.519 ms | 114 - 114 MB | NPU | [DETR-ResNet101.onnx](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx) |
66
 
67
 
68
 
 
124
  Profiling Results
125
  ------------------------------------------------------------
126
  DETR-ResNet101
127
+ Device : cs_8275 (ANDROID 14)
128
+ Runtime : TFLITE
129
+ Estimated inference time (ms) : 140.0
130
+ Estimated peak memory usage (MB): [1, 176]
131
+ Total # Ops : 874
132
+ Compute Unit(s) : npu (874 ops) gpu (0 ops) cpu (0 ops)
133
  ```
134
 
135