Skip to content
体验新版
项目
组织
正在加载...
登录
切换导航
打开侧边栏
曾经的那一瞬间
Models
提交
af554fdb
M
Models
项目概览
曾经的那一瞬间
/
Models
大约 1 年 前同步成功
通知
1
Star
0
Fork
0
代码
文件
提交
分支
Tags
贡献者
分支图
Diff
Issue
0
列表
看板
标记
里程碑
合并请求
0
DevOps
流水线
流水线任务
计划
Wiki
0
Wiki
分析
仓库
DevOps
项目成员
Pages
M
Models
项目概览
项目概览
详情
发布
仓库
仓库
文件
提交
分支
标签
贡献者
分支图
比较
Issue
0
Issue
0
列表
看板
标记
里程碑
合并请求
0
合并请求
0
Pages
DevOps
DevOps
流水线
流水线任务
计划
分析
分析
仓库分析
DevOps
Wiki
0
Wiki
成员
成员
收起侧边栏
关闭侧边栏
动态
分支图
创建新Issue
流水线任务
提交
Issue看板
体验新版 GitCode,发现更多精彩内容 >>
提交
af554fdb
编写于
11月 08, 2021
作者:
X
Xianzhi Du
提交者:
A. Unique TensorFlower
11月 08, 2021
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
Internal change
PiperOrigin-RevId: 408433234
上级
5cc6df63
变更
1
隐藏空白更改
内联
并排
Showing
1 changed file
with
15 addition
and
3 deletion
+15
-3
official/vision/beta/MODEL_GARDEN.md
official/vision/beta/MODEL_GARDEN.md
+15
-3
未找到文件。
official/vision/beta/MODEL_GARDEN.md
浏览文件 @
af554fdb
...
...
@@ -143,9 +143,14 @@ SpineNet-143 | 1280x1280 | 500 | 94.9 | 51.9 | 45.0 | [config](ht
### Common Settings and Notes
*
We provide models for video classification with two backbones:
[
SlowOnly
](
https://arxiv.org/abs/1812.03982
)
and 3D-ResNet (R3D) used in
[
Spatiotemporal Contrastive Video Representation Learning
](
https://arxiv.org/abs/2008.03800
)
.
*
We provide models for video classification with backbones:
*
SlowOnly in
[
SlowFast Networks for Video Recognition
](
https://arxiv.org/abs/1812.03982
)
.
*
ResNet-RS (R3D) in
[
Spatiotemporal Contrastive Video Representation Learning
](
https://arxiv.org/abs/2008.03800
)
.
*
ResNet-3D-RS (R3D-RS) in
[
Revisiting 3D ResNets for Video Recognition
](
https://arxiv.org/pdf/2109.01696.pdf
)
.
*
Training and evaluation details:
*
All models are trained from scratch with vision modality (RGB) for 200
epochs.
...
...
@@ -161,6 +166,11 @@ SpineNet-143 | 1280x1280 | 500 | 94.9 | 51.9 | 45.0 | [config](ht
| SlowOnly | 8 x 8 | 74.1 | 91.4 |
[
config
](
https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k400_slowonly8x8_tpu.yaml
)
|
| SlowOnly | 16 x 4 | 75.6 | 92.1 |
[
config
](
https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k400_slowonly16x4_tpu.yaml
)
|
| R3D-50 | 32 x 2 | 77.0 | 93.0 |
[
config
](
https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k400_3d-resnet50_tpu.yaml
)
|
| R3D-RS-50 | 32 x 2 | 78.2 | 93.7 |
[
config
](
https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k400_resnet3drs_50_tpu.yaml
)
|
R3D-RS-101 | 32 x 2 | 79.5 | 94.2 | -
R3D-RS-152 | 32 x 2 | 79.9 | 94.3 | -
R3D-RS-200 | 32 x 2 | 80.4 | 94.4 | -
R3D-RS-200 | 48 x 2 | 81.0 | - | -
### Kinetics-600 Action Recognition Baselines
...
...
@@ -168,3 +178,5 @@ SpineNet-143 | 1280x1280 | 500 | 94.9 | 51.9 | 45.0 | [config](ht
| -------- |:----------------------:|--------:|--------:|---------:|
| SlowOnly | 8 x 8 | 77.3 | 93.6 |
[
config
](
https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k600_slowonly8x8_tpu.yaml
)
|
| R3D-50 | 32 x 2 | 79.5 | 94.8 |
[
config
](
https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k600_3d-resnet50_tpu.yaml
)
|
R3D-RS-200 | 32 x 2 | 83.1 | - | -
R3D-RS-200 | 48 x 2 | 83.8 | - | -
编辑
预览
Markdown
is supported
0%
请重试
或
添加新附件
.
添加附件
取消
You are about to add
0
people
to the discussion. Proceed with caution.
先完成此消息的编辑!
取消
想要评论请
注册
或
登录