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ydhongHIT / DDRNet

The official implementation of "Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes"
MIT License
412 stars 52 forks source link

Not an issue, but applause! #22

Open ZhuGeRoastedFish opened 2 years ago

ZhuGeRoastedFish commented 2 years ago

This model is extremely fast & accurate. I've tried so many methods to make a model run fast enough with the same accuracy, like lite backbone, shrink the PPM or ASPP module, or cut some channels... But actuallly those changes decay the accuracy by a large scale...

Luckily I saw your work in paperwithcode, and I notice the super-high fps along with the amazingly high IoU you achive. So I think, why not try it in my project?

And here it is, the DDRNet improves the task fps from my original model's 2.5 to epically 16! What shocks me most is that the IoU even get 1 point higher, O.M.G!!!

Many great thanks to your work, your DDRNet makes me aware that there still exists huge improvements potential in the filed of semantic segmentaion's speed & accuracy.

Hope to see more!

ydhongHIT commented 2 years ago

This model is extremely fast & accurate. I've tried so many methods to make a model run fast enough with the same accuracy, like lite backbone, shrink the PPM or ASPP module, or cut some channels... But actuallly those changes decay the accuracy by a large scale...

Luckily I saw your work in paperwithcode, and I notice the super-high fps along with the amazingly high IoU you achive. So I think, why not try it in my project?

And here it is, the DDRNet improves the task fps from my original model's 2.5 to epically 16! What shocks me most is that the IoU even get 1 point higher, O.M.G!!!

Many great thanks to your work, your DDRNet makes me aware that there still exists huge improvements potential in the filed of semantic segmentaion's speed & accuracy.

Hope to see more!

Thanks for your attention.