Tone Mapping HDR images using GANs

Tone Mapping HDR images using GANs

Tone mapping of HDR images using GANs for view the images on LDR displays.

Artificial Intelligence

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Description

Project Status - Open. Purvik Shah and I are presently doing this project in our Summer Research Internship. Even though there has been a lot of work on tone mapping an HDR image, there are no once and for all solution for it. Our model tries to optimize the loss function in a way that helps to hallucinate the Downsample and Upsample layers of the generator to make a better tone mapped image. We are trying for different loss functions that try to optimize the TMQI metric.

Mentor- Shanmuganathan Raman, Professor, IIT Gandhinagar

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Screenshot from 2017 08 10 23 09 03

Vaibhav P. added photos to project Tone Mapping HDR images using GANs

Medium e56f9a77 5991 411c ae2c 06e0c67d1217

Tone Mapping HDR images using GANs

Project Status - Open.
Purvik Shah and I are presently doing this project in our Summer Research Internship.
Even though there has been a lot of work on tone mapping an HDR image, there are no once and for all solution for it. Our model tries to optimize the loss function in a way that helps to hallucinate the Downsample and Upsample layers of the generator to make a better tone mapped image. We are trying for different loss functions that try to optimize the TMQI metric.

Mentor- Shanmuganathan Raman, Professor, IIT Gandhinagar

Screenshot from 2017 08 10 23 09 03

Vaibhav P. added photos to project Tone Mapping HDR images using GANs

Medium ee49f3ed a40e 4826 b80e 7fff0ea8b2b6

Tone Mapping HDR images using GANs

Project Status - Open.
Purvik Shah and I are presently doing this project in our Summer Research Internship.
Even though there has been a lot of work on tone mapping an HDR image, there are no once and for all solution for it. Our model tries to optimize the loss function in a way that helps to hallucinate the Downsample and Upsample layers of the generator to make a better tone mapped image. We are trying for different loss functions that try to optimize the TMQI metric.

Mentor- Shanmuganathan Raman, Professor, IIT Gandhinagar

Screenshot from 2017 08 10 23 09 03

Vaibhav P. added photos to project Tone Mapping HDR images using GANs

Medium 89d10476 0b98 4d40 817a 8a675948cfed

Tone Mapping HDR images using GANs

Project Status - Open.
Purvik Shah and I are presently doing this project in our Summer Research Internship.
Even though there has been a lot of work on tone mapping an HDR image, there are no once and for all solution for it. Our model tries to optimize the loss function in a way that helps to hallucinate the Downsample and Upsample layers of the generator to make a better tone mapped image. We are trying for different loss functions that try to optimize the TMQI metric.

Mentor- Shanmuganathan Raman, Professor, IIT Gandhinagar

Medium screenshot from 2017 08 10 23 09 03

Vaibhav P. created project Tone Mapping HDR images using GANs

Medium 89d10476 0b98 4d40 817a 8a675948cfed

Tone Mapping HDR images using GANs

Project Status - Open. Purvik Shah and I are presently doing this project in our Summer Research Internship. Even though there has been a lot of work on tone mapping an HDR image, there are no once and for all solution for it. Our model tries to optimize the loss function in a way that helps to hallucinate the Downsample and Upsample layers of the generator to make a better tone mapped image. We are trying for different loss functions that try to optimize the TMQI metric.

Mentor- Shanmuganathan Raman, Professor, IIT Gandhinagar

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