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[ICCV 2021] FaPN: Feature-aligned Pyramid Network for Dense Image Prediction

Home Page: http://www.shihuahuang.cn/fapn/

License: Apache License 2.0

Python 28.62% Shell 0.03% C++ 35.49% C 5.98% Cuda 29.88%
object-detection semantic-segmentation instance-segmentation panoptic-segmentation real-time-semantic-segmentation feature-alignment

fapn's People

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mikelzc1990 avatar shihuahuang95 avatar

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fapn's Issues

Error when train model

Hi, I follow your instructions to arrange the project. However, this error still occurs. Could you help me with this issue?

KeyError: "No object named 'build_resnet_fan_backbone' found in 'BACKBONE' registry!"

Can you give me this model?

Hello, I am very interested in your FaPN model. Seeing that the FPS of the COCO dataset is very high in semantic segmentation, can you give me this model? I want to reproduce it.
image

Ablation Study about other FPN-like module?

Hi, thank you for your contribution. It is a good work.

I have a small question. Have you done any ablation studies about other FPN-like modules? i.e. FPN-NAP, PAN, BIFPN, etc. It will be much more convincable if you provide such result.

Thank you.

some errors

I want to use fapn structure in my code, but " File "/databank/home/DCNv2/dcn_v2.py", line 43, in forward
ctx.deformable_groups,
RuntimeError: expected scalar type Float but found Half" appears,How can I solve it? My version is cuda10.1, python3.7,pytoch 1.7.0

the output channals of FeatureAlign_V2

self.dcpack_L2 = dcn_v2(out_nc, out_nc, 3, stride=1, padding=1, dilation=1, deformable_groups=8, extra_offset_mask=True)
why out_nc is 256, not 216(3 x kernel_size x kernal_size x deformable_groups) ?

单独的FSM和FAM模块

您好,看了您的论文,希望借助一下您论文中的FSM和FAM模块,直接插入到我的网络中,但我没有找到这两个模块的单独实现,请问这两个模块的单独实现在哪里呢,谢谢

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