Hugging Face's logo

qualcomm
/
ResNet-2Plus1D

Video Classification
PyTorch
backbone
android
Model card Files
xet
Community
shreyajn commited on
Commit
6bc8f98
·
verified ·
1 Parent(s): 275c25a

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +31 -31
README.md CHANGED
@@ -35,35 +35,35 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 117.28 ms | 3 - 624 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
39
- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 13.194 ms | 2 - 5 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
40
- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.462 ms | 0 - 144 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
41
- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 86.804 ms | 26 - 68 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
42
- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 9.497 ms | 2 - 23 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
43
- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 9.12 ms | 2 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
44
- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 81.633 ms | 27 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
45
- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 9.082 ms | 2 - 53 MB | FP16 | NPU | Use Export Script |
46
- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.11 ms | 2 - 53 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
47
- | ResNet-2Plus1D | SA7255P ADP | SA7255P | TFLITE | 823.079 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
48
- | ResNet-2Plus1D | SA7255P ADP | SA7255P | QNN | 633.939 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
49
- | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 113.451 ms | 2 - 623 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
50
- | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | QNN | 13.206 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
51
- | ResNet-2Plus1D | SA8295P ADP | SA8295P | TFLITE | 142.152 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
52
- | ResNet-2Plus1D | SA8295P ADP | SA8295P | QNN | 23.167 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
53
- | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 114.197 ms | 1 - 681 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
54
- | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | QNN | 13.166 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
55
- | ResNet-2Plus1D | SA8775P ADP | SA8775P | TFLITE | 155.293 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
56
- | ResNet-2Plus1D | SA8775P ADP | SA8775P | QNN | 26.593 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
57
- | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 823.079 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
58
- | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 633.939 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
- | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 115.281 ms | 0 - 656 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
60
- | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 13.13 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
61
- | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 155.293 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
62
- | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 26.593 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
63
- | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 137.549 ms | 28 - 71 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
64
- | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 21.241 ms | 2 - 61 MB | FP16 | NPU | Use Export Script |
65
- | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.312 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
66
- | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.619 ms | 60 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
67
 
68
 
69
 
@@ -127,8 +127,8 @@ Profiling Results
127
  ResNet-2Plus1D
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
- Estimated inference time (ms) : 117.3
131
- Estimated peak memory usage (MB): [3, 624]
132
  Total # Ops : 94
133
  Compute Unit(s) : NPU (87 ops) CPU (7 ops)
134
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 115.599 ms | 3 - 642 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
39
+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 13.128 ms | 2 - 4 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
40
+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.248 ms | 1 - 171 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
41
+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 85.498 ms | 26 - 67 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
42
+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 9.463 ms | 2 - 20 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
43
+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 9.4 ms | 2 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
44
+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 100.3 ms | 27 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
45
+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 9.093 ms | 2 - 52 MB | FP16 | NPU | Use Export Script |
46
+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.846 ms | 0 - 52 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
47
+ | ResNet-2Plus1D | SA7255P ADP | SA7255P | TFLITE | 826.241 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
48
+ | ResNet-2Plus1D | SA7255P ADP | SA7255P | QNN | 633.979 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
49
+ | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 115.309 ms | 6 - 683 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
50
+ | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | QNN | 13.13 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
51
+ | ResNet-2Plus1D | SA8295P ADP | SA8295P | TFLITE | 144.934 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
52
+ | ResNet-2Plus1D | SA8295P ADP | SA8295P | QNN | 23.151 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
53
+ | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 116.721 ms | 4 - 614 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
54
+ | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | QNN | 13.115 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
55
+ | ResNet-2Plus1D | SA8775P ADP | SA8775P | TFLITE | 155.413 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
56
+ | ResNet-2Plus1D | SA8775P ADP | SA8775P | QNN | 26.56 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
57
+ | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 826.241 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
58
+ | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 633.979 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
59
+ | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 115.373 ms | 3 - 648 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
60
+ | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 13.56 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
61
+ | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 155.413 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
62
+ | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 26.56 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
63
+ | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 139.046 ms | 28 - 69 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
64
+ | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 21.541 ms | 2 - 58 MB | FP16 | NPU | Use Export Script |
65
+ | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.305 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
66
+ | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.64 ms | 60 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
67
 
68
 
69
 
 
127
  ResNet-2Plus1D
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
+ Estimated inference time (ms) : 115.6
131
+ Estimated peak memory usage (MB): [3, 642]
132
  Total # Ops : 94
133
  Compute Unit(s) : NPU (87 ops) CPU (7 ops)
134
  ```