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Update the audio fusion result with a better tsn-f3 result. #281

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Oct 28, 2020
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Update the audio fusion result with a better tsn-f3 result. #281

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77bd5e3
Update the fusion result with a better tsn-f3 result.
Oct 26, 2020
ad1dd79
Fix multi blank.
Oct 26, 2020
c6b440d
Update changelog.
Oct 27, 2020
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14 changes: 12 additions & 2 deletions configs/recognition_audio/resnet/README.md
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Expand Up @@ -14,10 +14,10 @@

### Kinetics-400

|config | n_fft | gpus | backbone |pretrain| top1 acc| top5 acc | inference_time(video/s) | gpu_mem(M)| ckpt | log| json|
|config | n_fft | gpus | backbone |pretrain| top1 acc/delta| top5 acc/delta | inference_time(video/s) | gpu_mem(M)| ckpt | log| json|
|:--|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
|[tsn_r18_64x1x1_100e_kinetics400_audio_feature](/configs/recognition_audio/resnet/tsn_r18_64x1x1_100e_kinetics400_audio_feature.py)|1024|8| ResNet18 | None |19.7|35.75|x|1897|[ckpt](https://download.openmmlab.com/mmaction/recognition/audio_recognition/tsn_r18_64x1x1_100e_kinetics400_audio_feature/tsn_r18_64x1x1_100e_kinetics400_audio_feature_20201012-bf34df6c.pth)|[log](https://download.openmmlab.com/mmaction/recognition/audio_recognition/tsn_r18_64x1x1_100e_kinetics400_audio_feature/20201010_144630.log)|[json](https://download.openmmlab.com/mmaction/recognition/audio_recognition/tsn_r18_64x1x1_100e_kinetics400_audio_feature/20201010_144630.log.json)|
|[tsn_r18_64x1x1_100e_kinetics400_audio_feature](/configs/recognition_audio/resnet/tsn_r18_64x1x1_100e_kinetics400_audio_feature.py) + [tsn_r50_1x1x3_100e_kinetics400_rgb](/configs/recognition/tsn/tsn_r50_1x1x3_100e_kinetics400_rgb.py)|1024|8| ResNet(18+50) | None |70.01|88.71|x|x|x|x|x|
|[tsn_r18_64x1x1_100e_kinetics400_audio_feature](/configs/recognition_audio/resnet/tsn_r18_64x1x1_100e_kinetics400_audio_feature.py) + [tsn_r50_video_320p_1x1x3_100e_kinetics400_rgb](/configs/recognition/tsn/tsn_r50_video_320p_1x1x3_100e_kinetics400_rgb.py)|1024|8| ResNet(18+50) | None |71.50(+0.39)|90.18(+0.14)|x|x|x|x|x|

Notes:

Expand Down Expand Up @@ -61,3 +61,13 @@ python tools/test.py configs/audio_recognition/tsn_r50_64x1x1_100e_kinetics400_a
```

For more details, you can refer to **Test a dataset** part in [getting_started](/docs/getting_started.md#test-a-dataset).

## Fusion
For multi-modality fusion, you can use the simple [script](/tools/analysis/report_accuracy.py), the standard usage is:

```shell
python tools/analysis/report_accuracy.py --scores ${AUDIO_RESULT_PKL} ${VISUAL_RESULT_PKL} --datalist data/kinetics400/kinetics400_val_list_rawframes.txt --coefficient 1 1
```

+ AUDIO_RESULT_PKL: The saved output file of `tools/test.py` by the argument `--out`.
+ VISUAL_RESULT_PKL: The saved output file of `tools/test.py` by the argument `--out`.
1 change: 1 addition & 0 deletions docs/changelog.md
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- Rename the old evaluating protocol `mean_average_precision` as `mmit_mean_average_precision` since it is only used on MMIT and is not the `mAP` we usually talk about. Add `mean_average_precision`, which is the real `mAP` ([#235](https://github.com/open-mmlab/mmaction2/pull/235))
- Add accurate setting (Three crop * 2 clip) and report corresponding performance for TSM model ([#241](https://github.com/open-mmlab/mmaction2/pull/241))
- Add citations in each preparing_dataset.md in `tools/data/dataset` ([#289](https://github.com/open-mmlab/mmaction2/pull/289))
- Update the performance of audio-visual fusion on Kinetics-400 ([#281](https://github.com/open-mmlab/mmaction2/pull/281))

**Bug Fixes**
- Register `FrameSelector` in `PIPELINES` ([#268](https://github.com/open-mmlab/mmaction2/pull/268))
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