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configs/recognition/i3d/README.md
浏览文件 @ e925107e
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|:--|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
|[i3d_r50_32x2x1_100e_kinetics400_rgb](/configs/recognition/i3d/i3d_r50_32x2x1_100e_kinetics400_rgb.py) |340x256|8| ResNet50|ImageNet |72.68|90.78|1.7 (320x3 frames)| 5170|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_32x2x1_100e_kinetics400_rgb/i3d_r50_32x2x1_100e_kinetics400_rgb_20200614-c25ef9a4.pth) | [log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_32x2x1_100e_kinetics400_rgb/20200614_060456.log)| [json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_32x2x1_100e_kinetics400_rgb/20200614_060456.log.json)|
|[i3d_r50_32x2x1_100e_kinetics400_rgb](/configs/recognition/i3d/i3d_r50_32x2x1_100e_kinetics400_rgb.py) |short-side 256|8| ResNet50|ImageNet | 73.27|90.92|x|5170|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_256p_32x2x1_100e_kinetics400_rgb/i3d_r50_256p_32x2x1_100e_kinetics400_rgb_20200801-7d9f44de.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_256p_32x2x1_100e_kinetics400_rgb/20200725_031555.log)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_256p_32x2x1_100e_kinetics400_rgb/20200725_031555.log.json)|
|[i3d_r50_video_32x2x1_100e_kinetics400_rgb](/configs/recognition/i3d/i3d_r50_video_32x2x1_100e_kinetics400_rgb.py)|short-side 256p|8| ResNet50 |ImageNet|72.85 |90.75 |x|5170|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_video_32x2x1_100e_kinetics400_rgb/i3d_r50_video_32x2x1_100e_kinetics400_rgb_20200826-e31c6f52.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_video_32x2x1_100e_kinetics400_rgb/20200706_143014.log)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_video_32x2x1_100e_kinetics400_rgb/20200706_143014.log.json)|
|[i3d_r50_dense_32x2x1_100e_kinetics400_rgb](/configs/recognition/i3d/i3d_r50_dense_32x2x1_100e_kinetics400_rgb.py) |340x256|8x2| ResNet50| ImageNet|72.77|90.57|1.7 (320x3 frames)| 5170| [ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_dense_32x2x1_100e_kinetics400_rgb/i3d_r50_dense_32x2x1_100e_kinetics400_rgb_20200616-2bbb4361.pth) | [log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_dense_32x2x1_100e_kinetics400_rgb/20200616_230011.log)| [json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_dense_32x2x1_100e_kinetics400_rgb/20200616_230011.log.json)|
|[i3d_r50_dense_32x2x1_100e_kinetics400_rgb](/configs/recognition/i3d/i3d_r50_dense_32x2x1_100e_kinetics400_rgb.py) |short-side 256|8| ResNet50| ImageNet|73.48|91.00|x| 5170| [ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_dense_256p_32x2x1_100e_kinetics400_rgb/i3d_r50_dense_256p_32x2x1_100e_kinetics400_rgb_20200725-24eb54cc.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_dense_256p_32x2x1_100e_kinetics400_rgb/20200725_031604.log)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_dense_256p_32x2x1_100e_kinetics400_rgb/20200725_031604.log.json)|
|[i3d_r50_fast_32x2x1_100e_kinetics400_rgb](/configs/recognition/i3d/i3d_r50_fast_32x2x1_100e_kinetics400_rgb.py) |340x256|8| ResNet50 |ImageNet|72.32|90.72|1.8 (320x3 frames)| 5170| [ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_fast_32x2x1_100e_kinetics400_rgb/i3d_r50_fast_32x2x1_100e_kinetics400_rgb_20200612-000e4d2a.pth) | [log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_fast_32x2x1_100e_kinetics400_rgb/20200612_233836.log)| [json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/i3d/i3d_r50_fast_32x2x1_100e_kinetics400_rgb/20200612_233836.log.json)|
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configs/recognition/r2plus1d/README.md
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|config | resolution | gpus | backbone | pretrain| top1 acc| top5 acc | inference_time(video/s) | gpu_mem(M) | ckpt | log| json|
|:--|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
|[r2plus1d_r34_8x8x1_180e_kinetics400_rgb](/configs/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb.py) | short-side 256|8x4| ResNet34|None |67.30|87.65|x|5019|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb_20200729-aa94765e.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb/20200728_021421.log)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb/20200728_021421.log.json)|
|[r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb](/configs/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb.py) | short-side 256|8| ResNet34|None |67.3|87.8|x|5019|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb_20200826-ab35a529.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb/20200724_201360.log.json)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb/20200724_201360.log)|
|[r2plus1d_r34_8x8x1_180e_kinetics400_rgb](/configs/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb.py) | short-side 320|8x2| ResNet34|None |68.68|88.36|1.6 (80x3 frames)|5019|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_8x8x1_180e_kinetics400_rgb_20200618-3fce5629.pth)| [log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb/r21d_8x8.log)| [json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_8x8_69.58_88.36.log.json)|
|[r2plus1d_r34_32x2x1_180e_kinetics400_rgb](/configs/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb.py) |short-side 320|8x2| ResNet34|None |74.60|91.59|0.5 (320x3 frames)|12975| [ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb/r2plus1d_r34_32x2x1_180e_kinetics400_rgb_20200618-63462eb3.pth) | [log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb/r21d_32x2.log)| [json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb/r2plus1d_r34_32x2_74.6_91.6.log.json)|
......
configs/recognition/slowfast/README.md
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|config | resolution | gpus | backbone |pretrain| top1 acc| top5 acc | inference_time(video/s) | gpu_mem(M) | ckpt | log| json|
|:--|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
|[slowfast_r50_4x16x1_256e_kinetics400_rgb](/configs/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb.py) |short-side 256|8x4| ResNet50|None |74.75|91.73|x|6203|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb_20200728-145f1097.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb/20200731_151706.log)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb/20200731_151706.log.json)|
|[slowfast_r50_video_4x16x1_256e_kinetics400_rgb](/configs/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb.py) |short-side 256|8| ResNet50|None |74.34|91.58|x|6203|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb/slowfast_r50_video_4x16x1_256e_kinetics400_rgb_20200826-f85b90c5.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb/20200812_160237.log)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb/20200812_160237.log.json)|
|[slowfast_r50_4x16x1_256e_kinetics400_rgb](/configs/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb.py) |short-side 320|8x3| ResNet50|None |75.64|92.3|1.6 ((32+4)x10x3 frames)|6203|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/slowfast_r50_4x16x1_256e_kinetics400_rgb_20200704-bcde7ed7.pth)| [log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/20200704_232901.log)| [json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/20200704_232901.log.json)|
|[slowfast_r50_8x8x1_256e_kinetics400_rgb](/configs/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb.py) |short-side 256|8x4| ResNet50 |None |75.61|92.34|x|9062|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_256p_8x8x1_256e_kinetics400_rgb/slowfast_r50_256p_8x8x1_256e_kinetics400_rgb_20200810-863812c2.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_256p_8x8x1_256e_kinetics400_rgb/20200731_151537.log)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_256p_8x8x1_256e_kinetics400_rgb/20200731_151537.log.json)|
|[slowfast_r50_8x8x1_256e_kinetics400_rgb](/configs/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb.py) |short-side 320|8x3| ResNet50 |None|76.94|92.8|1.3 ((32+8)x10x3 frames)|9062| [ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/slowfast_r50_8x8x1_256e_kinetics400_rgb_20200716-73547d2b.pth) | [log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/20200716_192653.log)| [json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/20200716_192653.log.json)|
......
configs/recognition/slowonly/README.md
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......@@ -18,6 +18,7 @@
|config | resolution | gpus | backbone |pretrain| top1 acc| top5 acc | inference_time(video/s) | gpu_mem(M) | ckpt | log| json|
|:--|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
|[slowonly_r50_4x16x1_256e_kinetics400_rgb](/configs/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb.py)|short-side 256|8x4| ResNet50 | None |72.76|90.51|x|3168|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_256p_4x16x1_256e_kinetics400_rgb/slowonly_r50_256p_4x16x1_256e_kinetics400_rgb_20200820-bea7701f.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_256p_4x16x1_256e_kinetics400_rgb/20200817_001411.log)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_256p_4x16x1_256e_kinetics400_rgb/20200817_001411.log.json)|
|[slowonly_r50_video_4x16x1_256e_kinetics400_rgb](/configs/recognition/slowonly/slowonly_r50_video_4x16x1_256e_kinetics400_rgb.py)|short-side 256|8| ResNet50 | None |72.11|90.32|x|3168|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_video_4x16x1_256e_kinetics400_rgb/slowonly_r50_video_4x16x1_256e_kinetics400_rgb_20200826-f39b8cd8.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_video_4x16x1_256e_kinetics400_rgb/20200812_172302.log)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_video_4x16x1_256e_kinetics400_rgb/20200812_172302.log.json)|
|[slowonly_r50_8x8x1_256e_kinetics400_rgb](/configs/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb.py) |short-side 256|8x4| ResNet50 | None |74.42|91.49|x|5820|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_256p_8x8x1_256e_kinetics400_rgb/slowonly_r50_256p_8x8x1_256e_kinetics400_rgb_20200820-75851a7d.pth)|[log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_256p_8x8x1_256e_kinetics400_rgb/20200817_003320.log)|[json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_256p_8x8x1_256e_kinetics400_rgb/20200817_003320.log.json)|
|[slowonly_r50_4x16x1_256e_kinetics400_rgb](/configs/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb.py)|short-side 320|8x2| ResNet50 | None |73.02|90.77|4.0 (40x3 frames)|3168|[ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb/slowonly_r50_4x16x1_256e_kinetics400_rgb_20200704-a69556c6.pth)| [log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb/so_4x16.log)| [json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb/slowonly_r50_4x16_73.02_90.77.log.json)|
|[slowonly_r50_8x8x1_256e_kinetics400_rgb](/configs/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb.py) |short-side 320|8x3| ResNet50 | None |74.93|91.92|2.3 (80x3 frames)|5820| [ckpt](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb/slowonly_r50_8x8x1_256e_kinetics400_rgb_20200703-a79c555a.pth) | [log](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb/so_8x8.log)| [json](https://openmmlab.oss-accelerate.aliyuncs.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb/slowonly_r50_8x8_74.93_91.92.log.json)|
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tools/data/kinetics400/preparing_kinetics400.md
浏览文件 @ e925107e
......@@ -35,6 +35,12 @@ or running
bash rename_classnames.sh
```
For better decoding speed, you can resize the original videos into smaller sized, densely encoded version by:
```
python ../resize_videos.py ../../../data/kinetics400/videos_train/ ../../../data/kinetics400/videos_train_256p_dense_cache --dense --level 2
```
## Step 3. Extract RGB and Flow
This part is **optional** if you only want to use the video loader.
......
tools/data/mit/preparing_mit.md
浏览文件 @ e925107e
......@@ -11,6 +11,12 @@ First of all, you can run the following script to download the videos along with
bash download_data.sh
```
For better decoding speed, you can resize the original videos into smaller sized, densely encoded version by:
```
python ../resize_videos.py ../../../data/mit/videos/ ../../../data/mit/videos_256p_dense_cache --dense --level 2
```
## Step 2. Extract RGB and Flow
This part is **optional** if you only want to use the video loader.
......
tools/data/mmit/preparing_mmit.md
浏览文件 @ e925107e
......@@ -11,6 +11,12 @@ First of all, you can run the following script to prepare annotations.
bash download_data.sh
```
For better decoding speed, you can resize the original videos into smaller sized, densely encoded version by:
```
python ../resize_videos.py ../../../data/mmit/videos/ ../../../data/mmit/videos_256p_dense_cache --dense --level 2
```
## Step 2. Extract RGB and Flow
This part is **optional** if you only want to use the video loader.
......
tools/data/ucf101/preparing_ucf101.md
浏览文件 @ e925107e
......@@ -19,6 +19,12 @@ Then, you can run the following script to prepare videos.
bash download_videos.sh
```
For better decoding speed, you can resize the original videos into smaller sized, densely encoded version by:
```
python ../resize_videos.py ../../../data/ucf101/videos/ ../../../data/ucf101/videos_256p_dense_cache --dense --level 2 --ext avi
```
## Step 3. Extract RGB and Flow
This part is **optional** if you only want to use the video loader.
......
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