Hugging Face's logo

qualcomm
/
CenterNet-2D

Object Detection
PyTorch
android
Model card Files
xet
 Community
qaihm-bot commited on
Commit
cf87f43
·
verified ·
1 Parent(s): 594c6f9

v0.47.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

Files changed (1) hide show
  1. README.md +38 -34
README.md CHANGED
@@ -27,23 +27,25 @@ Below are pre-exported model assets ready for deployment.
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
- | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
31
- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
32
- | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
33
- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
34
- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5.zip)
35
- | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
36
- | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
37
- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
38
- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8275_proxy.zip)
39
- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
40
- | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8775p.zip)
41
- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
42
- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5.zip)
43
- | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_sa7255p.zip)
44
- | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8295p.zip)
45
- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs9075.zip)
46
- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.46.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8450_proxy.zip)
 
 
47
 
48
  For more device-specific assets and performance metrics, visit **[CenterNet-2D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/centernet_2d)**.
49
 
@@ -72,23 +74,25 @@ See our repository for [CenterNet-2D on GitHub](https://github.com/quic/ai-hub-m
72
  ## Performance Summary
73
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
74
  |---|---|---|---|---|---|---
75
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 382.325 ms | 56 - 56 MB | NPU
76
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 300.016 ms | 20 - 32 MB | NPU
77
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 396.256 ms | 0 - 62 MB | NPU
78
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 395.818 ms | 9 - 14 MB | NPU
79
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 290.376 ms | 14 - 26 MB | NPU
80
- | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 286.62 ms | 17 - 28 MB | NPU
81
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 453.824 ms | 3 - 3 MB | NPU
82
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 302.668 ms | 3 - 11 MB | NPU
83
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 571.069 ms | 0 - 9 MB | NPU
84
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 440.566 ms | 4 - 5 MB | NPU
85
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 464.476 ms | 2 - 11 MB | NPU
86
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 455.061 ms | 3 - 13 MB | NPU
87
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 646.934 ms | 3 - 13 MB | NPU
88
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 571.069 ms | 0 - 9 MB | NPU
89
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 498.197 ms | 0 - 5 MB | NPU
90
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 305.276 ms | 0 - 9 MB | NPU
91
- | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 237.254 ms | 3 - 13 MB | NPU
 
 
92
 
93
  ## License
94
  * The license for the original implementation of CenterNet-2D can be found
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
31
+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
32
+ | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
33
+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
34
+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5.zip)
35
+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
36
+ | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
37
+ | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
38
+ | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
39
+ | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8275_proxy.zip)
40
+ | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
41
+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8775p.zip)
42
+ | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
43
+ | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5.zip)
44
+ | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip)
45
+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_sa7255p.zip)
46
+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_sa8295p.zip)
47
+ | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs9075.zip)
48
+ | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/centernet_2d/releases/v0.47.0/centernet_2d-qnn_context_binary-float-qualcomm_qcs8450_proxy.zip)
49
 
50
  For more device-specific assets and performance metrics, visit **[CenterNet-2D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/centernet_2d)**.
51
 
 
74
  ## Performance Summary
75
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
76
  |---|---|---|---|---|---|---
77
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 448.769 ms | 54 - 54 MB | NPU
78
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 302.135 ms | 18 - 25 MB | NPU
79
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 441.166 ms | 1 - 63 MB | NPU
80
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 455.018 ms | 9 - 15 MB | NPU
81
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 304.949 ms | 13 - 24 MB | NPU
82
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 238.034 ms | 18 - 27 MB | NPU
83
+ | CenterNet-2D | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 263.941 ms | 52 - 52 MB | NPU
84
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 431.418 ms | 3 - 3 MB | NPU
85
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 309.637 ms | 3 - 11 MB | NPU
86
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 564.897 ms | 1 - 10 MB | NPU
87
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 432.807 ms | 3 - 7 MB | NPU
88
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 458.264 ms | 0 - 9 MB | NPU
89
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 448.469 ms | 3 - 13 MB | NPU
90
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 650.768 ms | 4 - 12 MB | NPU
91
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 564.897 ms | 1 - 10 MB | NPU
92
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 483.451 ms | 3 - 8 MB | NPU
93
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 303.593 ms | 3 - 12 MB | NPU
94
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 239.145 ms | 3 - 12 MB | NPU
95
+ | CenterNet-2D | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 266.592 ms | 3 - 3 MB | NPU
96
 
97
  ## License
98
  * The license for the original implementation of CenterNet-2D can be found