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Pretrained Model

Open CuongNguyen218 opened this issue 5 years ago • 19 comments

Hi @WongKinYiu , Did you provide pretrained model of darknet53-PRN?

CuongNguyen218 avatar Dec 08 '19 10:12 CuongNguyen218

@WongKinYiu , and I have a question about your paper: image Can you explain this picture for me? G1 Timestamp t = 1 start at Layer 5 right? And i don't know why G2 at Layer 2 in t =2. I don't see any connection between L4 and L2.

CuongNguyen218 avatar Dec 08 '19 10:12 CuongNguyen218

shortcut/concatenate also will receive the gradient at the same time. so G1 start at layers 1,3,5 (above connections are shortcuts). then G2 will be transmitted to layers 2,4 (5➔4, 3➔2, 1➔).

WongKinYiu avatar Dec 09 '19 00:12 WongKinYiu

@WongKinYiu , Can you share darknet-53-prn and darknet53-fprn pretrained model on Imagenet for me ?

CuongNguyen218 avatar Dec 09 '19 08:12 CuongNguyen218

@CuongNguyen218 Hello, the model files are too big to upload to github. and i do not have enough cloud drive space.

WongKinYiu avatar Dec 09 '19 09:12 WongKinYiu

@WongKinYiu , I have a unlimited google drive account. Please give me email address and i will send you my account. I need your pretrained model on imagenet for my bachelor thesis. Thank!

CuongNguyen218 avatar Dec 09 '19 09:12 CuongNguyen218

https://github.com/WongKinYiu/PartialResidualNetworks/blob/master/pdf/iccvw-prn.pdf

the first one is my e-mail address.

WongKinYiu avatar Dec 09 '19 09:12 WongKinYiu

I just send an email to [email protected] Please check your mailbox.

CuongNguyen218 avatar Dec 09 '19 09:12 CuongNguyen218

i just upload the pre-trained weights.

WongKinYiu avatar Dec 09 '19 09:12 WongKinYiu

I got your pretrain on ImageNet. How can I used it for Yolov3 (convert to darknet53-conv74 format)

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From: Kin-Yiu, Wongmailto:[email protected] Sent: Monday, December 9, 2019 4:44 PM To: WongKinYiu/PartialResidualNetworksmailto:[email protected] Cc: Nguyen Ngoc Cuong 20150510mailto:[email protected]; Mentionmailto:[email protected] Subject: Re: [WongKinYiu/PartialResidualNetworks] Pretrained Model (#9)

i just upload the pre-trained weights.

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CuongNguyen218 avatar Dec 09 '19 09:12 CuongNguyen218

https://github.com/AlexeyAB/darknet#how-to-train-tiny-yolo-to-detect-your-custom-objects

using partial.

WongKinYiu avatar Dec 09 '19 09:12 WongKinYiu

@WongKinYiu , I'm training yolov3 with your darknet53-prn weights and get some -nan on log. is it normal ? image

CuongNguyen218 avatar Dec 10 '19 04:12 CuongNguyen218

@CuongNguyen218

It seems there are no small objects in your own dataset.

WongKinYiu avatar Dec 10 '19 06:12 WongKinYiu

@WongKinYiu , image Can you explain the image above for me? Somethings wrong with the number of channel in the middle feature map. For example, 96 = 128 - (1 - 1/2)/2 *128 is not (1- gamma) / 2 * c in the picture. and why 1/8 appear in the red line below ? image

CuongNguyen218 avatar Dec 13 '19 09:12 CuongNguyen218

image

there r 1/2/8/8/4 layers in 1/2/3/4/5 stages. and... image

so in 3rd stage, c is 256 and γc is 128. the channel number of 8 layers should be 240, 224, 208, 192, 176, 160, 144, 128.

WongKinYiu avatar Dec 13 '19 09:12 WongKinYiu

image

there r 1/2/8/8/4 layers in 1/2/3/4/5 stages. and... image

so in 3rd stage, c is 256 and γc is 128. the channel number of 8 layers should be 240, 224, 208, 192, 176, 160, 144, 128.

I know it when read your paper but I think your figure of characteristic 2 lead to misleading.

CuongNguyen218 avatar Dec 13 '19 09:12 CuongNguyen218

@WongKinYiu , I try replace darknet53 with darknet 53-prn but my inference time is increase about 20% from 45 FPS to 55 FPS. How did you do to reduce inference time from 22ms to 11ms

CuongNguyen218 avatar Dec 13 '19 10:12 CuongNguyen218

55 FPS is faster than 45 FPS. The inference time is decrease, not increase...

and did u check the blops of ur implementation is same as our reported bflops (25.1 BFLOPs)?

WongKinYiu avatar Dec 13 '19 12:12 WongKinYiu

@CuongNguyen218 Hello, Can you share this link of darknet53-PRN pretrained weights ?

buiduchanh avatar Dec 18 '19 04:12 buiduchanh

@CuongNguyen218 Hi, can you share your pretrained weights of darknet53-PRN with your google drive link? @WongKinYiu Or can you send the pretrained weights of darknet53-PRN to my email? My email address is [email protected] Thanks!

zht022 avatar Jul 03 '20 13:07 zht022