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Roadmap of MMClassification

Open hellock opened this issue 5 years ago • 22 comments

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hellock avatar Jul 13 '20 13:07 hellock

warm up and more pretrained models

GoldenAbel avatar Jul 16 '20 18:07 GoldenAbel

tricks like mix-up, auto-augmentation, and etc..

LeeJZh avatar Jul 17 '20 07:07 LeeJZh

convert model to onnx.

Tshzzz avatar Jul 17 '20 07:07 Tshzzz

EfficientNet, that could serve as backbone for mmdetection as well

SilvioGiancola avatar Jul 20 '20 11:07 SilvioGiancola

some Nerual Architecture Search algorithms which could be implement on one GPU, like ENAS

Ironteen avatar Jul 21 '20 08:07 Ironteen

multi-brach for multi-task learning

soldier828 avatar Jul 22 '20 12:07 soldier828

convert model to onnx.

I think pytorch 1.5 supports it. torch.onnx

LeeJZh avatar Jul 23 '20 02:07 LeeJZh

darknet networks and data aug, like darknet53, mosaic, cutmix, mixup

GoldenAbel avatar Jul 28 '20 09:07 GoldenAbel

benchmark on cifar10 and cifar100

myopengit avatar Aug 04 '20 09:08 myopengit

Could you support HRNet?

zhongqiu1245 avatar Sep 20 '20 07:09 zhongqiu1245

Multi-label classification

ousinkou avatar Oct 10 '20 10:10 ousinkou

More types of loss supported, such as center loss, amsoftmax loss, and so on.

Kongsea avatar Dec 04 '20 07:12 Kongsea

focal loss pls!

zhongqiu1245 avatar Dec 06 '20 15:12 zhongqiu1245

vovnet-v2, it is faster and more accurate than resnet in my experience.

hiyyg avatar Dec 19 '20 10:12 hiyyg

HS-ResNet: Hierarchical-Split Block on Convolutional Neural Network https://arxiv.org/abs/2010.07621 There is a reference repo: https://github.com/bobo0810/HS-ResNet, but no pretrained models are provided. It would be nice if mmcls could include this and provide some pretrained models.

hiyyg avatar Dec 21 '20 11:12 hiyyg

The functionality of adding custom hooks like it is in mmdetection. I can take it up, if it seems like a good feature to the mmlab team.

coderTazz avatar Feb 04 '21 17:02 coderTazz

model_parallel

cavalleria avatar May 12 '21 07:05 cavalleria

AUGMIX, Stochastic Depth

NickChang97 avatar May 25 '21 06:05 NickChang97

TTA both of mmdet and mmseg support.

zhongqiu1245 avatar Nov 21 '21 14:11 zhongqiu1245

Why not just ensemble timm?

limberc avatar Nov 30 '21 04:11 limberc

We already have timm backbone wrapper.

mzr1996 avatar Nov 30 '21 06:11 mzr1996

Ensemble Learning

ke-dev avatar Aug 03 '22 02:08 ke-dev