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xingchenzhang / VIFB

Visible and Infrared Image Fusion Benchmark
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Ground Truth #10

Closed luoxiaodou closed 2 years ago

luoxiaodou commented 2 years ago

Hello, is there a dataset of visible and infrared image pairs that has the ground truths of the fusion results for the supervised learning?

xingchenzhang commented 2 years ago

Hello,

No, unfortunately, this task does not have real ground truth. I know that some studies use existing fusion methods to generated fused results and see them as "ground truth" in supervised learning, but they are not real ground truth.

luoxiaodou commented 2 years ago

Thanks a lot, are these datasets including the generated fused ground truths publicly available?

xingchenzhang commented 2 years ago

To be honest, I am not sure.

But you can check this. As far as I know, these papers are doing in this way:

  1. Q. Li, L. Lu, Z. Li, W. Wu, Z. Liu, G. Jeon, and X. Yang, “Coupled GAN with relativistic discriminators for infrared and visible images fusion,” IEEE Sensors Journal, vol. 21, no. 6, 2021
  2. W.-B. An and H.-M. Wang, “Infrared and visible image fusion with supervised convolutional neural network,” Optik, vol. 219, p. 165120, 2020
luoxiaodou commented 2 years ago

Many thanks. Happy Mid-Autumn Festival!

xingchenzhang commented 2 years ago

Thanks! You too!