Roadmap of FastReID

[L1aoXingyu]

We keep this issue open to collect feature requests from users and hear your voice. Our monthly release plan is available here.

You can either:

1. Suggest a new feature by leaving a comment.
2. Vote for a feature request with 👍 or be against with 👎. (Remember that developers are busy and cannot respond to all feature requests, so vote for your most favorable one!)
3. Tell us that you would like to help implement one of the features in the list or review the PRs. (This is the greatest thing to hear about!)

V1.4

• fused LAMB optimizer
• ZeRO optimizer
• Gradient accumulation
• Swin Transformer backbone

V1.3 (May)

• Clip gradient (07b8251)
• Vision Transformer backbone (2cabc34)
• prefetch_generator (faster dataloader with pre-fetch and cuda stream #456)
• Reduce evaluation memory cost

V1.2 (March)

• Multiple machine training (support multi-node training #425)
• Torch2trt pipeline (update deployment toolchain #428)
• RepVGG backbone (support repvgg #429)
• Partial FC(44cee30)
• Visualize activation maps

V1.1 (February)

• Documents
• RepVGG backbone (support repvgg #429)(delayed to V.12)
• Torch2trt pipeline. (update deployment toolchain #428)(delayed to V1.2)
• NAIC20 winner solution
• Multi-teacher KD
• Partial FC(44cee30) (delayed to V1.2)
• reid model with tensorrt network definition APIs

[404289680]

Partial FC 👍

[mingde510]

RepVGG backbone

[douzi0248]

NAIC20 winner solution

[F0xZz]

reid model with tensorrt network definition APIs

[TCHeish]

reid model with tensorrt network definition APIs 👍 I will PR soon!

[raymondchu-z]

visualize activation maps

[TelBotDev]

In view of the standardization of this project is done very well and at same time there are more and more users, I want to request the project to pin one issue named "Configuration file share" just next "Roadmap of FastReID" and "Official wechat group". That is, if you think you can get same or even better results under different configuration, then you can share the configuration file.

The reason for this is that I cannot get the same result because I do not have 4 NVIDIA P40 GPU :) here, with many times adjusting the learning rate or something else.

[L1aoXingyu]

In view of the standardization of this project is done very well and at same time there are more and more users, I want to request the project to pin one issue named "Configuration file share" just next "Roadmap of FastReID" and "Official wechat group". That is, if you think you can get same or even better results under different configuration, then you can share the configuration file.

The reason for this is that I cannot get the same result because I do not have 4 NVIDIA P40 GPU :) here, with many times adjusting the learning rate or something else.

Great suggestion!

[DaBaiHao]

Great job

[stoneyang]

Vision Transformer backbone 👍

[edwardnguyen1705]

Unsupervised Pre-training:
https://github.com/DengpanFu/LUPerson

[edwardnguyen1705]

Join training with attribute loss if available

[edwardnguyen1705]

Batch DropBlock
https://arxiv.org/abs/1811.07130

[edwardnguyen1705]

CGD
https://arxiv.org/abs/1903.10663

[hardik0]

OpenVINO support

[ghost]

Make Loss can be config like backbone and head
Also, Make Dataset can be config like Detectron2

[github-actions]

This issue is stale because it has been open for 30 days with no activity.

[github-actions]

This issue was closed because it has been inactive for 14 days since being marked as stale.

[shen338]

Any ETA on swin transformer backbone?