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c3774746
编写于
10月 11, 2021
作者:
F
Feng Ni
提交者:
GitHub
10月 11, 2021
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差异文件
updata fairmot modelzoo (#4270)
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configs/mot/README.md
configs/mot/README.md
+3
-3
configs/mot/README_cn.md
configs/mot/README_cn.md
+3
-3
configs/mot/fairmot/README.md
configs/mot/fairmot/README.md
+4
-4
configs/mot/fairmot/README_cn.md
configs/mot/fairmot/README_cn.md
+4
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configs/mot/fairmot/_base_/optimizer_30e.yml
configs/mot/fairmot/_base_/optimizer_30e.yml
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configs/mot/README.md
浏览文件 @
c3774746
...
...
@@ -113,7 +113,7 @@ Each txt is the detection result of all the pictures extracted from each video,
| backbone | input shape | MOTA | IDF1 | IDS | FP | FN | FPS | download | config |
| :--------------| :------- | :----: | :----: | :----: | :----: | :----: | :------: | :----: |:-----: |
| DLA-34(paper) | 1088x608 | 83.3 | 81.9 | 544 | 3822 | 14095 | - | - | - |
| DLA-34 | 1088x608 | 83.
7 | 83.3 | 435 | 3829 | 13764
| - |
[
model
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
| DLA-34 | 1088x608 | 83.
2 | 83.1 | 499 | 3861 | 14223
| - |
[
model
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
### FairMOT Results on MOT-16 Test Set
...
...
@@ -121,10 +121,10 @@ Each txt is the detection result of all the pictures extracted from each video,
| backbone | input shape | MOTA | IDF1 | IDS | FP | FN | FPS | download | config |
| :--------------| :------- | :----: | :----: | :----: | :----: | :----: | :------: | :----: |:-----: |
| DLA-34(paper) | 1088x608 | 74.9 | 72.8 | 1074 | - | - | 25.9 | - | - |
| DLA-34 | 1088x608 | 7
4.8 | 74.4 | 930 | 7038 | 37994
| - |
[
model
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
| DLA-34 | 1088x608 | 7
5.0 | 74.7 | 919 | 7934 | 36747
| - |
[
model
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
**Notes:**
FairMOT used
8
GPUs for training and mini-batch size as 6 on each GPU, and trained for 30 epoches.
FairMOT used
2
GPUs for training and mini-batch size as 6 on each GPU, and trained for 30 epoches.
## Dataset Preparation
...
...
configs/mot/README_cn.md
浏览文件 @
c3774746
...
...
@@ -113,17 +113,17 @@ wget https://dataset.bj.bcebos.com/mot/det_results_dir.zip
| 骨干网络 | 输入尺寸 | MOTA | IDF1 | IDS | FP | FN | FPS | 下载链接 | 配置文件 |
| :--------------| :------- | :----: | :----: | :---: | :----: | :---: | :------: | :----: |:----: |
| DLA-34(paper) | 1088x608 | 83.3 | 81.9 | 544 | 3822 | 14095 | - | - | - |
| DLA-34 | 1088x608 | 83.
7 | 83.3 | 435 | 3829 | 13764
| - |
[
下载链接
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
配置文件
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
| DLA-34 | 1088x608 | 83.
2 | 83.1 | 499 | 3861 | 14223
| - |
[
下载链接
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
配置文件
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
### FairMOT在MOT-16 Test Set上结果
| 骨干网络 | 输入尺寸 | MOTA | IDF1 | IDS | FP | FN | FPS | 下载链接 | 配置文件 |
| :--------------| :------- | :----: | :----: | :----: | :----: | :----: |:-------: | :----: | :----: |
| DLA-34(paper) | 1088x608 | 74.9 | 72.8 | 1074 | - | - | 25.9 | - | - |
| DLA-34 | 1088x608 | 7
4.8 | 74.4 | 930 | 7038 | 37994
| - |
[
下载链接
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
配置文件
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
| DLA-34 | 1088x608 | 7
5.0 | 74.7 | 919 | 7934 | 36747
| - |
[
下载链接
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
配置文件
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
**注意:**
FairMOT使用
8
个GPU进行训练,每个GPU上batch size为6,训练30个epoch。
FairMOT使用
2
个GPU进行训练,每个GPU上batch size为6,训练30个epoch。
## 数据集准备
...
...
configs/mot/fairmot/README.md
浏览文件 @
c3774746
...
...
@@ -19,7 +19,7 @@ English | [简体中文](README_cn.md)
| backbone | input shape | MOTA | IDF1 | IDS | FP | FN | FPS | download | config |
| :--------------| :------- | :----: | :----: | :----: | :----: | :----: | :------: | :----: |:-----: |
| DLA-34(paper) | 1088x608 | 83.3 | 81.9 | 544 | 3822 | 14095 | - | - | - |
| DLA-34 | 1088x608 | 83.
7 | 83.3 | 435 | 3829 | 13764
| - |
[
model
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
| DLA-34 | 1088x608 | 83.
2 | 83.1 | 499 | 3861 | 14223
| - |
[
model
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
### FairMOT Results on MOT-16 Test Set
...
...
@@ -27,7 +27,7 @@ English | [简体中文](README_cn.md)
| backbone | input shape | MOTA | IDF1 | IDS | FP | FN | FPS | download | config |
| :--------------| :------- | :----: | :----: | :----: | :----: | :----: | :------: | :----: |:-----: |
| DLA-34(paper) | 1088x608 | 74.9 | 72.8 | 1074 | - | - | 25.9 | - | - |
| DLA-34 | 1088x608 | 7
4.8 | 74.4 | 930 | 7038 | 37994
| - |
[
model
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
| DLA-34 | 1088x608 | 7
5.0 | 74.7 | 919 | 7934 | 36747
| - |
[
model
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
config
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
**Notes:**
FairMOT used 8 GPUs for training and mini-batch size as 6 on each GPU, and trained for 30 epoches.
...
...
@@ -36,10 +36,10 @@ English | [简体中文](README_cn.md)
### 1. Training
Training FairMOT on
8
GPUs with following command
Training FairMOT on
2
GPUs with following command
```
bash
python
-m
paddle.distributed.launch
--log_dir
=
./fairmot_dla34_30e_1088x608/
--gpus
0,1
,2,3,4,5,6,7
tools/train.py
-c
configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
python
-m
paddle.distributed.launch
--log_dir
=
./fairmot_dla34_30e_1088x608/
--gpus
0,1 tools/train.py
-c
configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
```
...
...
configs/mot/fairmot/README_cn.md
浏览文件 @
c3774746
...
...
@@ -19,17 +19,17 @@
| 骨干网络 | 输入尺寸 | MOTA | IDF1 | IDS | FP | FN | FPS | 下载链接 | 配置文件 |
| :--------------| :------- | :----: | :----: | :---: | :----: | :---: | :------: | :----: |:----: |
| DLA-34(paper) | 1088x608 | 83.3 | 81.9 | 544 | 3822 | 14095 | - | - | - |
| DLA-34 | 1088x608 | 83.
7 | 83.3 | 435 | 3829 | 13764
| - |
[
下载链接
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
配置文件
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
| DLA-34 | 1088x608 | 83.
2 | 83.1 | 499 | 3861 | 14223
| - |
[
下载链接
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
配置文件
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
### FairMOT在MOT-16 Test Set上结果
| 骨干网络 | 输入尺寸 | MOTA | IDF1 | IDS | FP | FN | FPS | 下载链接 | 配置文件 |
| :--------------| :------- | :----: | :----: | :----: | :----: | :----: |:-------: | :----: | :----: |
| DLA-34(paper) | 1088x608 | 74.9 | 72.8 | 1074 | - | - | 25.9 | - | - |
| DLA-34 | 1088x608 | 7
4.8 | 74.4 | 930 | 7038 | 37994
| - |
[
下载链接
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
配置文件
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
| DLA-34 | 1088x608 | 7
5.0 | 74.7 | 919 | 7934 | 36747
| - |
[
下载链接
](
https://paddledet.bj.bcebos.com/models/mot/fairmot_dla34_30e_1088x608.pdparams
)
|
[
配置文件
](
https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
)
|
**注意:**
FairMOT使用
8
个GPU进行训练,每个GPU上batch size为6,训练30个epoch。
FairMOT使用
2
个GPU进行训练,每个GPU上batch size为6,训练30个epoch。
## 快速开始
...
...
@@ -38,7 +38,7 @@
使用8GPU通过如下命令一键式启动训练
```
bash
python
-m
paddle.distributed.launch
--log_dir
=
./fairmot_dla34_30e_1088x608/
--gpus
0,1
,2,3,4,5,6,7
tools/train.py
-c
configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
python
-m
paddle.distributed.launch
--log_dir
=
./fairmot_dla34_30e_1088x608/
--gpus
0,1 tools/train.py
-c
configs/mot/fairmot/fairmot_dla34_30e_1088x608.yml
```
### 2. 评估
...
...
configs/mot/fairmot/_base_/optimizer_30e.yml
浏览文件 @
c3774746
epoch
:
30
LearningRate
:
base_lr
:
0.000
4
base_lr
:
0.000
1
schedulers
:
-
!PiecewiseDecay
gamma
:
0.1
...
...
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