![Visual results of image enhancement on the MIT-Adobe FiveK [@mit_fivek] dataset. Compared to the state-of-the-art, our MIRNet makes better color and contrast adjustments and produces image that is vivid, natural and pleasant in appearance. ](Images/Enhancement/fivek/hdrnet "fig:"){width="32.40000%"}   ![Visual results of image enhancement on the MIT-Adobe FiveK [@mit_fivek] dataset. Compared to the state-of-the-art, our MIRNet makes better color and contrast adjustments and produces image that is vivid, natural and pleasant in appearance. ](Images/Enhancement/fivek/dpe "fig:"){width="32.40000%"}
                                                                                                                                                     Input image                                                                                                                                                                                                                                                                                                  HDRNet [@Gharbi2017]                                                                                                                                                                                                                                                                                            DPE [@chen2018deep]
   ![Visual results of image enhancement on the MIT-Adobe FiveK [@mit_fivek] dataset. Compared to the state-of-the-art, our MIRNet makes better color and contrast adjustments and produces image that is vivid, natural and pleasant in appearance. ](Images/Enhancement/fivek/deepupe "fig:"){width="32.40000%"}    ![Visual results of image enhancement on the MIT-Adobe FiveK [@mit_fivek] dataset. Compared to the state-of-the-art, our MIRNet makes better color and contrast adjustments and produces image that is vivid, natural and pleasant in appearance. ](Images/Enhancement/fivek/ours "fig:"){width="32.40000%"}    ![Visual results of image enhancement on the MIT-Adobe FiveK [@mit_fivek] dataset. Compared to the state-of-the-art, our MIRNet makes better color and contrast adjustments and produces image that is vivid, natural and pleasant in appearance. ](Images/Enhancement/fivek/gt "fig:"){width="32.40000%"}
                                                                                                                                               DeepUPE [@wei2018deep]                                                                                                                                                                                                                                                                                                MIRNet (Ours)                                                                                                                                                                                                                                                                                                   Ground-truth
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\[Fig:qual\_fivek\]

Ablation Studies
================

In this 