Test image 10

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 25.592231, SSIM : 0.959739
MAP estimate - sparse steered gradient prior, PSNR : 25.480718, SSIM : 0.961979
Degraded image
Original image

Ours PSNR : 26.453033, SSIM : 0.970074

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 25.592231, SSIM : 0.959739
MAP estimate - sparse steered gradient prior, PSNR : 25.480718, SSIM : 0.961979
Degraded image
Original image



Test image 11

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 25.436631, SSIM : 0.961158
MAP estimate - sparse steered gradient prior, PSNR : 25.249263, SSIM : 0.962528
Degraded image
Original image

Ours PSNR : 26.324875, SSIM : 0.971266

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 25.436631, SSIM : 0.961158
MAP estimate - sparse steered gradient prior, PSNR : 25.249263, SSIM : 0.962528
Degraded image
Original image



Test image 12

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 27.909922, SSIM : 0.948673
MAP estimate - sparse steered gradient prior, PSNR : 27.754128, SSIM : 0.950864
Degraded image
Original image

Ours PSNR : 28.506194, SSIM : 0.961609

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 27.909922, SSIM : 0.948673
MAP estimate - sparse steered gradient prior, PSNR : 27.754128, SSIM : 0.950864
Degraded image
Original image



Test image 13

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 28.649191, SSIM : 0.950393
MAP estimate - sparse steered gradient prior, PSNR : 28.486389, SSIM : 0.951248
Degraded image
Original image

Ours PSNR : 29.289702, SSIM : 0.960489

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 28.649191, SSIM : 0.950393
MAP estimate - sparse steered gradient prior, PSNR : 28.486389, SSIM : 0.951248
Degraded image
Original image



Test image 14

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 27.946508, SSIM : 0.936216
MAP estimate - sparse steered gradient prior, PSNR : 27.795092, SSIM : 0.937783
Degraded image
Original image

Ours PSNR : 28.487945, SSIM : 0.946122

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 27.946508, SSIM : 0.936216
MAP estimate - sparse steered gradient prior, PSNR : 27.795092, SSIM : 0.937783
Degraded image
Original image



Test image 15

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 26.809812, SSIM : 0.939795
MAP estimate - sparse steered gradient prior, PSNR : 26.646239, SSIM : 0.941503
Degraded image
Original image

Ours PSNR : 27.574354, SSIM : 0.956691

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 26.809812, SSIM : 0.939795
MAP estimate - sparse steered gradient prior, PSNR : 26.646239, SSIM : 0.941503
Degraded image
Original image



Test image 16

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 24.012482, SSIM : 0.954447
MAP estimate - sparse steered gradient prior, PSNR : 23.931373, SSIM : 0.967185
Degraded image
Original image

Ours PSNR : 24.652503, SSIM : -1

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 24.012482, SSIM : 0.954447
MAP estimate - sparse steered gradient prior, PSNR : 23.931373, SSIM : 0.967185
Degraded image
Original image



Test image 17

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 25.399427, SSIM : 0.936490
MAP estimate - sparse steered gradient prior, PSNR : 25.303122, SSIM : 0.940642
Degraded image
Original image

Ours PSNR : 26.182517, SSIM : 0.959297

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 25.399427, SSIM : 0.936490
MAP estimate - sparse steered gradient prior, PSNR : 25.303122, SSIM : 0.940642
Degraded image
Original image



Test image 18

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 25.830831, SSIM : 0.949875
MAP estimate - sparse steered gradient prior, PSNR : 25.719259, SSIM : 0.953204
Degraded image
Original image

Ours PSNR : 26.465160, SSIM : 0.964892

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 25.830831, SSIM : 0.949875
MAP estimate - sparse steered gradient prior, PSNR : 25.719259, SSIM : 0.953204
Degraded image
Original image



Test image 19

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 24.032389, SSIM : 0.921629
MAP estimate - sparse steered gradient prior, PSNR : 23.976166, SSIM : 0.925572
Degraded image
Original image

Ours PSNR : 24.842247, SSIM : 0.935627

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 24.032389, SSIM : 0.921629
MAP estimate - sparse steered gradient prior, PSNR : 23.976166, SSIM : 0.925572
Degraded image
Original image



Test image 20

Blur kernel =        Noise level = 5%


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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 24.957911, SSIM : 0.940423
MAP estimate - sparse steered gradient prior, PSNR : 24.831865, SSIM : 0.953332
Degraded image
Original image

Ours PSNR : 25.797992, SSIM : -1

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By default, the content-aware image prior result is shown
MAP estimate - sparse unsteered gradient prior, PSNR : 24.957911, SSIM : 0.940423
MAP estimate - sparse steered gradient prior, PSNR : 24.831865, SSIM : 0.953332
Degraded image
Original image