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๐Ÿ”ฅ Real-time Super Resolution enhancement (4x) with content loss and relativistic adversarial optimization ๐Ÿ”ฅ

Home Page: https://arxiv.org/abs/1809.00219

License: MIT License

Python 0.08% Jupyter Notebook 99.92%
content-loss discriminator div2k efficientnet esrgan generator image-enhancement perceptual-loss ragan relativistic-discriminator relativistic-gan srgan style-loss super-resolution tensorflow vggnet

real-time-super-resolution's Introduction

Welcome to BrainBust

Yo, welcome to the ๐Ÿง  BrainBust universe.

Hi there , I am Rishik, and I feel most alive ๐Ÿ˜ƒ in those 10 seconds ๐Ÿ•, that go through me running that code and seeing the loss converge ๐Ÿ“‰.


๐Ÿ‘‰๐Ÿป๐Ÿ‘ˆ๐Ÿป๐Ÿฅบ Who am I?

๐Ÿ’— Things I love

๐Ÿ’ป I'm a Full Stack ๐Ÿค– ML Engineer and ๐ŸŒŽ Web Developer. ๐ŸŽถ๐ŸŽถ in background.
๐Ÿ‘ทโ€โ™‚๏ธ Working full time with a startup โญ SkylarkLabs.ai, where I have developed and deployed 5 products to far. ๐Ÿ’ฏ% filling VRAM.
๐Ÿ† Won Covid ML Hackathon with 1st rank in my college. ๐Ÿ” Double cheeseburger.
๐ŸŒ You can check out my website, ๐Ÿ”จ built with Angular and Django. ๐Ÿฅค Chilled soda.
๐Ÿ“บ I'm the creator of BrainBust Youtube channel. I don't like that subscribe button either, so destroy it, kill it, suck its life out ๐Ÿ‘ป. ๐ŸŽน Playing Piano.
๐Ÿ“ฐ Working on my very first research publication. ๐Ÿ˜— Whistling favourite songs.
๐Ÿ”  Currently mastering NLP. ๐Ÿก And home sweet home.

๐Ÿ‘จ๐Ÿปโ€๐Ÿซ # Technical Skills

๐Ÿค– Machine Learning / Deep Learning

๐Ÿญ Backend

๐ŸŒ„ Frontend

๐Ÿ“ # Written Articles

๐Ÿ”จ # Deployed Projects

Facial Landmarks DetectionFake Anime Generation
Watermark RemovalViolence Detection
Lie DetectionNight 2 Day

๐Ÿ“Š # Profile Stats

iampawan




Wubba lubba dub dub!!! You made it to the end!!!

Congrats, you made it to the end!!!

real-time-super-resolution's People

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real-time-super-resolution's Issues

Layer expects 60 weight(s). Received 62 saved weight(s)

Hello,

I am trying to run this project, but I can't. I am currently getting this, when I run inference.py:

Traceback (most recent call last):
File "/home/lasse/Real-Time-Super-Resolution/inference.py", line 6, in
generator.load_weights('weights/GeneratorVG4(1520).h5')
File "/home/lasse/.local/lib/python3.10/site-packages/keras/src/utils/traceback_utils.py", line 122, in error_handler
raise e.with_traceback(filtered_tb) from None
File "/home/lasse/.local/lib/python3.10/site-packages/keras/src/legacy/saving/legacy_h5_format.py", line 369, in load_weights_from_hdf5_group
raise ValueError(
ValueError: Weight count mismatch for layer #2 (named rrd_block in the current model, rrd_block in the save file). Layer expects 60 weight(s). Received 62 saved weight(s)

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