Which hyperparameters are used in the fewshot setting

amirbar / DETReg

Official implementation of the CVPR 2022 paper "DETReg: Unsupervised Pretraining with Region Priors for Object Detection".

https://amirbar.net/detreg

Apache License 2.0

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Which hyperparameters are used in the fewshot setting #45

Closed 4-0-4-notfound closed 1 year ago

4-0-4-notfound commented 2 years ago

Hi, what are the batchsize, lr, lr_drop, and epoch used in the fewshot setting? There are two fewshot experiments, as shown in Tabel 3 and 4. Please share the hyperparameters for the two experiments. Many thx~~

ry-jojo commented 2 years ago

I am also looking for the answer to this problem. I hope the authors can share the parameters for the fewshot exps.

miznchimaki commented 2 years ago

Maybe DETReg's FSOD hyperparameter is same as Meta-DETR? In his article I saw the author compared DETReg with Meta-DETR more than any others.

XuYunqiu commented 2 years ago

Does anyone reproduce the DDETR-ft-full or DETReg-ft-full? Can anyone help me and share the training details? I tried to reimplement the DDETR-ft-full, but much lower results were achieved.

YAOSL98 commented 2 years ago

I also want the hyperparameters for fewshot setting.

amirbar commented 1 year ago

Hello, apologies for dropping the ball here. Unfortunately, we've found an issue in our evaluation pipeline. I'm now uploading a new version with a fix and will also make the few-shot checkpoint available. These are the results we are seeing:

evaluation type	Novel AP 10	Novel AP 30	Novel AP75 10	Novel AP75 30
Supervised	12.4	20.4	13.3	21.8
DETReg	13.7	22.6	15.1	24.3