hustvl/QueryInst

QueryInst with SwinT backbone

konrad966 opened this issue · 4 comments

konrad966 commented

Dear authors,

I have found on the repo a config of QueryInst with SwinTiny backbone.
However, I see no results or checkpoints of this QueryInst version.
Did you try to run this? If yes, do you have results and checkpoint saved?

Yuxin-CV commented

Hi, @konrad966, thanks for your interest in QueryInst!

We have some preliminary results with QueryInst using Swin-T backbone on COCO val set.

  • Settings:
Backbone #Queries Scale Aug. Crop Schedule
Swin-T 100 480 - 800 True 3x
  • Results:

Box AP: 47.2 (66.6-51.4-29.5-49.8-63.8)
Mask AP: 41.5 (64.7-45.0-24.2-44.5-57.7)

The checkpoint is not available.

Please note that we only use 100 queries for a quick sanity check to our codebase, usually using 300 queries will boost the performance by ~2 AP.

konrad966 commented

Thanks for a quick answer! Results look good. Do you plan to release the checkpoint in near future?

Yuxin-CV commented

Thanks for a quick answer! Results look good. Do you plan to release the checkpoint in near future?

We will consider to re-train a QueryInst w/ 300 queries powered by Swin-T in the future for better performance.

  • 👍1
Yuxin-CV commented

QueryInst is now officially included by mmdetection library, with new checkpoints, corresponding logs, and augmented training settings.

https://github.com/open-mmlab/mmdetection/blob/master/configs/queryinst/README.md