| --- |
| library_name: mmdetection |
| --- |
| |
|  |
|
|
| RTMDet is an efficient real-time object detector that exceeds the YOLO series, featuring a model architecture with large-kernel depth-wise convolutions and soft labels in dynamic label assignment. It is easily extensible for instance segmentation and rotated object detection tasks. |
|
|
| Original paper: [RTMDet: An Empirical Study of Designing Real-Time Object Detectors](https://arxiv.org/abs/2212.07784) |
|
|
| # RTMDet-Nano |
|
|
| This model uses the RTMDet-Nano variant trained specifically for person detection. It is designed to work with [RTMPose](https://huggingface.co/Ambarella/RTMPose) in a two-stage pipeline for real-time human pose estimation: RTMDet first detects persons in the image, then RTMPose estimates the keypoints for each detected person. |
|
|
| Model Configuration: |
| - Reference implementation: [Official MMDetection RTMDet models](https://github.com/open-mmlab/mmdetection/tree/main/configs/rtmdet) |
| - Original Weight: [rtmdet_nano_320-8xb32_coco-person](https://download.openmmlab.com/mmpose/v1/projects/rtmpose/rtmdet_nano_8xb32-100e_coco-obj365-person-05d8511e.pth) |
| - Resolution: 3x320x320 |
| - Support Cooper version: |
| - Cooper SDK: [2.5.3.1] |
| - Cooper Foundry: [2.2] |
|
|
| | Model | Device | compression | Model Link | |
| | :-----: | :-----: | :-----: | ------- | |
| | RTMDet-nano | N1-655 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/RTMDet/blob/main/n1-655_rtmdet_nano_amba_optimized.bin) | |
| | RTMDet-nano | N1-655 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/RTMDet/blob/main/n1-655_rtmdet_nano_act16.bin) | |
| | RTMDet-nano | CV7 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/RTMDet/blob/main/cv7_rtmdet_nano_amba_optimized.bin) | |
| | RTMDet-nano | CV7 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/RTMDet/blob/main/cv7_rtmdet_nano_act16.bin) | |
| | RTMDet-nano | CV72 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/RTMDet/blob/main/cv72_rtmdet_nano_amba_optimized.bin) | |
| | RTMDet-nano | CV72 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/RTMDet/blob/main/cv72_rtmdet_nano_act16.bin) | |
| | RTMDet-nano | CV75 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/RTMDet/blob/main/cv75_rtmdet_nano_amba_optimized.bin) | |
| | RTMDet-nano | CV75 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/RTMDet/blob/main/cv75_rtmdet_nano_act16.bin) | |
|
|
