Images obtained by this method

• Best Results for Sun Images without noise
• Worst Results for Sun Images without noise
• Best Results for Sun Images with moderate Poison noise
• Worst Results for Sun Images with moderate Poison noise
• Best Results for Sun Images severely corrupted by Poison noise.
• Worst Results for Sun Images severely corrupted by Poison noise.

• Best Results for Lena Images
• Worst Results for Lena Images

• Best Results for Real Solar Images

Images

Best Results for Sun Images without noise
Configuration used: {[100 Artifcial Sun Images, kept the best and the worst], [CPSO: s=3, p=32, z=50, c=396 (38K evals.)], [Images: 128x128]}. RMS contrasts: Oo = 0.205623; Ia = 0.158230; Id = 0.199694
Images Original Object (Oo) Random PSF (PSFr) Articial Image (Ia) Dierence (Oo - Ia) Estimated Image (Ie) Estimated PSF (PSFe) Deconvolved Image (Id) Difference (Oo - Id)
PSFs Comparisons Rank #1 #2 #3 #4 Random PSF (PSFr) Estimated PSF (PSFe) Difference (PSFr - PSFe)

Worst Results for Sun Images without noise
Configuration used: {[100 Artifcial Sun Images, kept the best and the worst], [CPSO: s=3, p=32, z=50, c=396 (38K evals.)], [Images: 128x128]}. RMS contrasts: Oo = 0.205623; Ia = 0.129243; Id = 0.192615
Images Original Object (Oo) Random PSF (PSFr) Articial Image (Ia) Dierence (Oo - Ia) Estimated Image (Ie) Estimated PSF (PSFe) Deconvolved Image (Id) Difference (Oo - Id)
PSFs Comparisons Rank #1 #2 #3 #4 Random PSF (PSFr) Estimated PSF (PSFe) Difference (PSFr - PSFe)

Best Results for Sun Images with moderate Poison noise
Configuration used: {[100 Artifcial Sun Images, kept the best and the worst], [CPSO: s=3, p=32, z=50, c=396 (38K evals.)], [Images: 128x128]}. RMS contrasts: Oo = 0.205623; Ia = 0.150366; Id = 0.187255
Images Original Object (Oo) Random PSF (PSFr) Articial Image (Ia) Dierence (Oo - Ia) Estimated Image (Ie) Estimated PSF (PSFe) Deconvolved Image (Id) Difference (Oo - Id)
PSFs Comparisons Rank #1 #2 #3 #4 Random PSF (PSFr) Estimated PSF (PSFe) Difference (PSFr - PSFe)

Worst Results for Sun Images with moderate Poison noise
Configuration used: {[100 Artifcial Sun Images, kept the best and the worst], [CPSO: s=3, p=32, z=50, c=396 (38K evals.)], [Images: 128x128]}. RMS contrasts: Oo = 0.205623; Ia = 0.146568; Id = 0.190736
Images Original Object (Oo) Random PSF (PSFr) Articial Image (Ia) Dierence (Oo - Ia) Estimated Image (Ie) Estimated PSF (PSFe) Deconvolved Image (Id) Difference (Oo - Id)
PSFs Comparisons Rank #1 #2 #3 #4 Random PSF (PSFr) Estimated PSF (PSFe) Difference (PSFr - PSFe)

Best Results for Sun Images severely corrupted by Poison noise
Configuration used: {[100 Artifcial Sun Images, kept the best and the worst], [CPSO: s=3, p=32, z=50, c=396 (38K evals.)], [Images: 128x128]}. RMS contrasts: Oo = 0.205623; Ia = 0.170690; Id = 0.194117
Images Original Object (Oo) Random PSF (PSFr) Articial Image (Ia) Dierence (Oo - Ia) Estimated Image (Ie) Estimated PSF (PSFe) Deconvolved Image (Id) Difference (Oo - Id)
PSFs Comparisons Rank #1 #2 #3 #4 Random PSF (PSFr) Estimated PSF (PSFe) Difference (PSFr - PSFe)

Worst Results for Sun Images severely corrupted by Poison noise
Configuration used: {[100 Artifcial Sun Images, kept the best and the worst], [CPSO: s=3, p=32, z=50, c=396 (38K evals.)], [Images: 128x128]}. RMS contrasts: Oo = 0.205623; Ia = 0.147227; Id = 0.178575
Images Original Object (Oo) Random PSF (PSFr) Articial Image (Ia) Dierence (Oo - Ia) Estimated Image (Ie) Estimated PSF (PSFe) Deconvolved Image (Id) Difference (Oo - Id)
PSFs Comparisons Rank #1 #2 #3 #4 Random PSF (PSFr) Estimated PSF (PSFe) Difference (PSFr - PSFe)

Best Results for Lena Images
Configuration used: {[100 Artifcial Lena Images, kept the best and the worst], [CPSO calibrated for Lena: s=3, p=32, z=50, c=512 (49K evals.)], [Images: 128x128]}. RMS contrasts: Oo = 0.192776; Ia = 0.164514; Id = 0.172227
Images Original Object (Oo) Random PSF (PSFr) Articial Image (Ia) Dierence (Oo - Ia) Estimated Image (Ie) Estimated PSF (PSFe) Deconvolved Image (Id) Difference (Oo - Id)

Worst Results for Lena Images
Configuration used: {[100 Artifcial Lena Images, kept the best and the worst], [CPSO calibrated for Lena: s=3, p=32, z=50, c=512 (49K evals.)], [Images: 128x128]}. . RMS contrasts: Oo = 0.192776; Ia = 0.143206; Id = 0.164518
Images Original Object (Oo) Random PSF (PSFr) Articial Image (Ia) Dierence (Oo - Ia) Estimated Image (Ie) Estimated PSF (PSFe) Deconvolved Image (Id) Difference (Oo - Id)

Best Results for Real Solar Images
Configuration used: {[100 Real Solar Images], [CPSO: s=3, p=32, z=50, c=313 (30K evals.)], [Images: 128x128]}.
Images Original Object (Oo) Original Image (Io) Difference (Oo - Io) Estimated Image (Ie) Deconvolved Image (Id) Difference (Oo - Id) Estimated PSF (PSFe)