Unverified Commit e65772d4 authored by Ziyi Wu's avatar Ziyi Wu Committed by GitHub
Browse files

add vis example to fcos cfg page & vis command instruction (#582)

parent 1bb47e96
...@@ -25,6 +25,8 @@ Currently we first support the benchmark on the large-scale nuScenes dataset, wh ...@@ -25,6 +25,8 @@ Currently we first support the benchmark on the large-scale nuScenes dataset, wh
} }
``` ```
![demo image](../../resources/browse_dataset_mono.png)
## Usage ## Usage
### Data Preparation ### Data Preparation
...@@ -46,6 +48,10 @@ You can turn on it by setting `flip=True` in the `test_pipeline`. ...@@ -46,6 +48,10 @@ You can turn on it by setting `flip=True` in the `test_pipeline`.
Due to the scale and measurements of depth is different from those of other regression targets, we first train the model with depth weight equal to 0.2 for a more stable training procedure. For a stronger detector with better performance, please finetune the model with depth weight changed to 1.0 as shown in the [config](./fcos3d_r101_caffe_fpn_gn-head_dcn_2x8_1x_nus-mono3d_finetune.py). Note that the path of `load_from` needs to be changed to yours accordingly. Due to the scale and measurements of depth is different from those of other regression targets, we first train the model with depth weight equal to 0.2 for a more stable training procedure. For a stronger detector with better performance, please finetune the model with depth weight changed to 1.0 as shown in the [config](./fcos3d_r101_caffe_fpn_gn-head_dcn_2x8_1x_nus-mono3d_finetune.py). Note that the path of `load_from` needs to be changed to yours accordingly.
### Visualizing prediction results
We also provide visualization functions to show the monocular 3D detection results. Simply follow the [documentation](https://mmdetection3d.readthedocs.io/en/latest/1_exist_data_model.html#test-existing-models-on-standard-datasets) and use the `single-gpu testing` command. You only need to add the `--show` flag and specify `--show-dir` to store the visualization results.
## Results ## Results
### NuScenes ### NuScenes
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