v0.34.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.
README.md
CHANGED
|
@@ -23,6 +23,7 @@ More details on model performance across various devices, can be found
|
|
| 23 |
[here](https://aihub.qualcomm.com/models/detr_resnet50).
|
| 24 |
|
| 25 |
|
|
|
|
| 26 |
### Model Details
|
| 27 |
|
| 28 |
- **Model Type:** Model_use_case.object_detection
|
|
@@ -34,31 +35,31 @@ More details on model performance across various devices, can be found
|
|
| 34 |
|
| 35 |
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
|
| 36 |
|---|---|---|---|---|---|---|---|---|
|
| 37 |
-
| DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 91.
|
| 38 |
| DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 87.646 ms | 3 - 174 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 39 |
-
| DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 28.
|
| 40 |
| DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 35.979 ms | 5 - 104 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 41 |
-
| DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 20.
|
| 42 |
| DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 18.764 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 43 |
-
| DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 29.
|
| 44 |
| DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 27.25 ms | 4 - 178 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 45 |
-
| DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 91.
|
| 46 |
| DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 87.646 ms | 3 - 174 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 47 |
-
| DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 20.
|
| 48 |
| DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 18.726 ms | 5 - 38 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 49 |
-
| DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.
|
| 50 |
| DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 30.187 ms | 5 - 98 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 51 |
-
| DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 20.
|
| 52 |
| DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 18.628 ms | 5 - 37 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 53 |
-
| DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 29.
|
| 54 |
| DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 27.25 ms | 4 - 178 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 55 |
-
| DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 20.
|
| 56 |
| DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 18.693 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 57 |
| DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 18.673 ms | 1 - 123 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
|
| 58 |
-
| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.
|
| 59 |
| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 12.942 ms | 5 - 183 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 60 |
| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.611 ms | 5 - 153 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
|
| 61 |
-
| DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 13.
|
| 62 |
| DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 12.481 ms | 5 - 118 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 63 |
| DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.664 ms | 5 - 134 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
|
| 64 |
| DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 20.558 ms | 263 - 263 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
|
@@ -120,17 +121,7 @@ device. This script does the following:
|
|
| 120 |
```bash
|
| 121 |
python -m qai_hub_models.models.detr_resnet50.export
|
| 122 |
```
|
| 123 |
-
|
| 124 |
-
Profiling Results
|
| 125 |
-
------------------------------------------------------------
|
| 126 |
-
DETR-ResNet50
|
| 127 |
-
Device : cs_8275 (ANDROID 14)
|
| 128 |
-
Runtime : TFLITE
|
| 129 |
-
Estimated inference time (ms) : 91.4
|
| 130 |
-
Estimated peak memory usage (MB): [0, 217]
|
| 131 |
-
Total # Ops : 806
|
| 132 |
-
Compute Unit(s) : npu (806 ops) gpu (0 ops) cpu (0 ops)
|
| 133 |
-
```
|
| 134 |
|
| 135 |
|
| 136 |
## How does this work?
|
|
|
|
| 23 |
[here](https://aihub.qualcomm.com/models/detr_resnet50).
|
| 24 |
|
| 25 |
|
| 26 |
+
|
| 27 |
### Model Details
|
| 28 |
|
| 29 |
- **Model Type:** Model_use_case.object_detection
|
|
|
|
| 35 |
|
| 36 |
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
|
| 37 |
|---|---|---|---|---|---|---|---|---|
|
| 38 |
+
| DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 91.504 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 39 |
| DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 87.646 ms | 3 - 174 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 40 |
+
| DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 28.225 ms | 0 - 175 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 41 |
| DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 35.979 ms | 5 - 104 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 42 |
+
| DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 20.156 ms | 0 - 45 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 43 |
| DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 18.764 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 44 |
+
| DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 29.667 ms | 0 - 218 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 45 |
| DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 27.25 ms | 4 - 178 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 46 |
+
| DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 91.504 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 47 |
| DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 87.646 ms | 3 - 174 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 48 |
+
| DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 20.433 ms | 0 - 41 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 49 |
| DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 18.726 ms | 5 - 38 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 50 |
+
| DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.298 ms | 0 - 164 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 51 |
| DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 30.187 ms | 5 - 98 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 52 |
+
| DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 20.213 ms | 0 - 40 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 53 |
| DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 18.628 ms | 5 - 37 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 54 |
+
| DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 29.667 ms | 0 - 218 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 55 |
| DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 27.25 ms | 4 - 178 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 56 |
+
| DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 20.286 ms | 0 - 42 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 57 |
| DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 18.693 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 58 |
| DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 18.673 ms | 1 - 123 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
|
| 59 |
+
| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.254 ms | 0 - 228 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 60 |
| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 12.942 ms | 5 - 183 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 61 |
| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.611 ms | 5 - 153 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
|
| 62 |
+
| DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 13.185 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
|
| 63 |
| DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 12.481 ms | 5 - 118 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
| 64 |
| DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.664 ms | 5 - 134 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
|
| 65 |
| DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 20.558 ms | 263 - 263 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
|
|
|
|
| 121 |
```bash
|
| 122 |
python -m qai_hub_models.models.detr_resnet50.export
|
| 123 |
```
|
| 124 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 125 |
|
| 126 |
|
| 127 |
## How does this work?
|
precompiled/qualcomm-snapdragon-x-elite/DETR-ResNet50.onnx.zip
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 77719785
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:96f77862bc08c7e314b09bd2c155aca8c7bdebc7d43af9d7937b998a361c1869
|
| 3 |
size 77719785
|
precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
sdk_versions:
|
| 2 |
+
qnn_context_binary:
|
| 3 |
+
qairt: 2.34.2.250528164111_119506
|
| 4 |
+
precompiled_qnn_onnx:
|
| 5 |
+
qairt: 2.33.2.250410134701_117956
|