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Flowvision V0.2.0 Build Plan #134

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rentainhe opened this issue Feb 2, 2022 · 2 comments
Open

Flowvision V0.2.0 Build Plan #134

rentainhe opened this issue Feb 2, 2022 · 2 comments

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@rentainhe
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rentainhe commented Feb 2, 2022

继续 V0.1.0 未完成部分

flow-vision 0.1.0 规划:https://github.com/Oneflow-Inc/OneTeam/issues/972

V0.2.0 New Features

Models

Model Manager Priority PR 完成情况
InsightFace @olojuwin high #160
yolov5 medium
MaskRCNN high
RegNet @kaijieshi7 high #170 已完成
SimViT medium
PoolFormer @thinksoso medium #137 已完成
CeiT medium
UniFormer @thinksoso medium
CaiT medium
HRNet @Aries-chen high
HRFormer (NIPS 2021) @Aries-chen medium
resnest @ZiqiuChi medium
senet @Aries-chen medium #149 已完成
sknet medium
twins medium
xcit medium
ConViT (ICML 2021) high
BeiT high
LeViT @kaijieshi7 medium
RegionViT (ICLR 2022) @kaijieshi7 medium #144 已完成
NonDeepNetworks @kaijieshi7 medium https://github.com/imankgoyal/NonDeepNetworks官方未提供模型代码,暂时无法实现
VAN @kaijieshi7 medium #166 已完成
RAFT(optical flow) low
FCOS low

Datasets

Dataset Manager Priority PR 完成情况
FlyingChairs low
Kitti low
Sintel low
FlyingThings3D low
HD1K low
FER2013 @triple-Mu medium #217 已完成
CLEVR @triple-Mu medium #217 已完成
GTSRB @triple-Mu medium #217 已完成
SUN397 @triple-Mu medium #215 已完成
Country211 @triple-Mu medium #215 已完成
Flowers102 @triple-Mu medium #217 已完成
fgvc_aircraft @triple-Mu medium #217 已完成
OxfordIIITPet @triple-Mu medium #217 已完成
DTD @triple-Mu medium #217 已完成
Food101 @triple-Mu medium #217 已完成
RenderedSST2 @triple-Mu medium #217 已完成
StanfordCars @triple-Mu medium #217 已完成
PCAM @triple-Mu medium #217 已完成
EuroSAT @triple-Mu medium #217 已完成

V0.2.0 Docs

Layers Docs

Attention Layer Manager PR
BAM @rentainhe #44
CBAM @rentainhe #44
SE @Aries-chen #143
Coordatt @rentainhe #44
GlobalContext @rentainhe #44
Non-Local-Attn @rentainhe #41
GCT @rentainhe #44
Blocks Manager PR
PatchEmbed @rentainhe #28
Mlp @rentainhe #28
ConvBnAct @rentainhe #24
Regularization Layers Manager PR
DropBlock
DropPath
StochasticDepth
LayerNorm2d

Scheduler Docs

Scheduler Manager PR
CosineLRScheduler
LinearLRScheduler
StepLRScheduler
MultiStepLRScheduler
PolyLRScheduler
TanhLRScheduler
@kaijieshi7

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