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# FocalNet (Focal Modulation Networks) | ||
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## 模型库 | ||
### FocalNet on COCO | ||
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| 网络网络 | 输入尺寸| 图片数/GPU | 学习率策略 | mAP<sup>val<br>0.5:0.95 | mAP<sup>val<br>0.5 | 下载链接 | 配置文件 | | ||
| :--------- | :---- | :-------: | :------: | :---------------------: | :----------------: | :-------: |:------: | | ||
| PP-YOLOE+ FocalNet-tiny | 640 | 8 | 36e | - | 46.6 | [下载链接](https://paddledet.bj.bcebos.com/models/ppyoloe_plus_focalnet_tiny_36e_coco.pdparams) | [配置文件](./ppyoloe_plus_focalnet_tiny_36e_coco.yml) | | ||
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## Citations | ||
``` | ||
@misc{yang2022focal, | ||
title={Focal Modulation Networks}, | ||
author={Jianwei Yang and Chunyuan Li and Xiyang Dai and Jianfeng Gao}, | ||
journal={Advances in Neural Information Processing Systems (NeurIPS)}, | ||
year={2022} | ||
} | ||
``` |
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_BASE_: [ | ||
'../datasets/coco_detection.yml', | ||
'../runtime.yml', | ||
'../ppyoloe/_base_/ppyoloe_plus_crn.yml', | ||
'../ppyoloe/_base_/ppyoloe_plus_reader.yml', | ||
] | ||
depth_mult: 0.33 # s version | ||
width_mult: 0.50 | ||
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log_iter: 100 | ||
snapshot_epoch: 4 | ||
weights: output/ppyoloe_plus_focalnet_tiny_36e_coco/model_final | ||
pretrain_weights: https://bj.bcebos.com/v1/paddledet/models/pretrained/focalnet_tiny_lrf_pretrained.pdparams | ||
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architecture: PPYOLOE | ||
norm_type: sync_bn | ||
use_ema: true | ||
ema_decay: 0.9998 | ||
ema_black_list: ['proj_conv.weight'] | ||
custom_black_list: ['reduce_mean'] | ||
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PPYOLOE: | ||
backbone: FocalNet | ||
neck: CustomCSPPAN | ||
yolo_head: PPYOLOEHead | ||
post_process: ~ | ||
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FocalNet: | ||
arch: 'focalnet_T_224_1k_lrf' | ||
out_indices: [1, 2, 3] | ||
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PPYOLOEHead: | ||
static_assigner_epoch: 12 | ||
nms: | ||
nms_top_k: 1000 | ||
keep_top_k: 300 | ||
score_threshold: 0.01 | ||
nms_threshold: 0.7 | ||
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TrainReader: | ||
batch_size: 8 | ||
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epoch: 36 | ||
LearningRate: | ||
base_lr: 0.0001 | ||
schedulers: | ||
- !PiecewiseDecay | ||
gamma: 0.1 | ||
milestones: [36] | ||
- !LinearWarmup | ||
start_factor: 0.1 | ||
steps: 1000 | ||
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OptimizerBuilder: | ||
regularizer: false | ||
optimizer: | ||
type: AdamW | ||
weight_decay: 0.0005 |
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