How to use a custom dataset with this model?

[Vaibhav-ML]

Hi,
I have my own dataset. Folder Structure is as follows

Data -
Folder 1(contains images and csv,json file)
Folder 2 (same as above)
.
.
Folder N(contains images and csv,json file)

How do I use my own dataset with this model?

[yaoyao-liu]

Hi @Vaibhav-ML,

Sorry for the late reply.
If you need to run our code on your own dataset, you may revise the files in meta-transfer-learning/tensorflow/data_generator folder according to your dataset. If you have any further questions, feel free to add comments on this issue or email me.

Best,
Yaoyao

[Vaibhav-ML]

Hi Liu, I have another query. My dataset contains images of traffic. So each image has multiple cars,trucks,cycles etc. So, is it possible to detect multiple objects in a single image using your model? If yes, then exactly what code changes would you advise to do for this to work? Also, I have a json file which contains the bounding box info for the objects. How can I use that? Regards, Vaibhav Sharma TU Dresden

…

On Mon, Oct 5, 2020 at 7:25 PM Yaoyao Liu ***@***.***> wrote: Hi @Vaibhav-ML <https://github.com/Vaibhav-ML>, Sorry for the late reply. If you need to run our code on your own dataset, you may revise the files in meta-transfer-learning/tensorflow/data_generator folder according to your dataset. If you have any further questions, feel free to add comments on this issue or email me. Best, Yaoyao — You are receiving this because you were mentioned. Reply to this email directly, view it on GitHub <#41 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AN4IS5WMFDQ3AXHW2WSRHSLSJHF5VANCNFSM4SAGBGOA> .

[yaoyao-liu]

Hi @Vaibhav-ML,

Our method cannot directly work on object detection tasks. As I am not working on object detection, I am not able to give you advice on that. Maybe you can follow the papers like this one.

Best.
Yaoyao

[Vaibhav-ML]

Hi Liu, Thanks for your response. So you mean to say that this model can only be used for image classification but not object detection right? Regards, Vaibhav Sharma TU Dresden

…

On Tue, 6 Oct 2020, 15:25 Yaoyao Liu, ***@***.***> wrote: Hi @Vaibhav-ML <https://github.com/Vaibhav-ML>, Our method cannot directly work on object detection tasks. As I am not working on object detection, I am not able to give you advice on that. Maybe you can follow the papers like this one <https://openaccess.thecvf.com/content_ICCV_2019/papers/Kang_Few-Shot_Object_Detection_via_Feature_Reweighting_ICCV_2019_paper.pdf> . Best. Yaoyao — You are receiving this because you were mentioned. Reply to this email directly, view it on GitHub <#41 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AN4IS5WMBBKOHO4CMOL3O4DSJLSPRANCNFSM4SAGBGOA> .

[yaoyao-liu]

Exactly. Most of the few-shot learning papers evaluate their method on classification, some also provide results for reinforcement learning, e.g., MAML. However, I seldom see papers titled "few-shot learning" evaluate their method on the object detection task. If they run experiments on object detection, they usually directly specify "few-shot object detection" in the title of the paper.