Challenge Results - AI4Life Microscopy Denoising Challenge - Grand Challenge

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The challenge is now over! Check out the "Challenge results" page. If you want to submit, see the "Late submission" page.

Challenge results¶

We want to thank our wonderful participants and acknowledge the best entries for each leaderboard.

Structured Noise 1: Hagen et al¶

Rank	Name	Affiliation	Algorithm	Result SI-PSNR	Result SSIM	Link to code
1	bensalmon	University of Birmingham	COSDD	31.4847	0.5523	https://github.com/krulllab/COSDD/tree/n_dimensional
2	mcroft	Human Technopole	N2V	30.8962	0.5534	https://github.com/CAREamics/careamics-examples/blob/main/applications/n2v/2D/Hagen_N2V.ipynb
3	shanetoy	Seoul National University	Classical	30.8406	0.5525	https://github.com/ai4life-opencalls/AI4Life-MDC24-shanetoy-solution

Structured Noise 2: SUPPORT¶

Rank	Name	Affiliation	Algorithm	Result SI-PSNR	Result SSIM	Link to code
1	bensalmon	University of Birmingham	COSDD	30.4415	0.6278	https://github.com/krulllab/COSDD/tree/n_dimensional
2	a897574323	University of Shanghai for Science and Technology	N2V	29.7744	0.6112	https://github.com/baba1587/AI4life_submit/tree/main
3	edoardogiacomello	Human Technopole	N2V	28.8547	0.5272	https://github.com/edoardogiacomello/AI4LifeSubmissions/blob/main/train_n2v_careamist.py

Unstructured Noise 1: JUMP¶

Rank	Name	Affiliation	Algorithm	Result SI-PSNR	Result SSIM	Link to code
-	kalexis	National and Kapodistrian University of Athens	N2V	35.6424	0.9378	Not published
1	bensalmon	University of Birmingham	COSDD	35.6282	0.9507	https://github.com/krulllab/COSDD/tree/n_dimensional
2	mcroft	Human Technopole	N2V	35.4957	0.9413	https://github.com/CAREamics/careamics-examples/blob/main/applications/n2v/channels/JUMP_N2V.ipynb
3	edoardogiacomello	Human Technopole	N2V	35.4957	0.9412	https://github.com/edoardogiacomello/AI4LifeSubmissions/blob/main/train_n2v_careamist.py

Unstructured Noise 2: W2S¶

Rank	Name	Affiliation	Algorithm	Result SI-PSNR	Result SSIM	Link to code
1	bensalmon	University of Birmingham	COSDD	35.6855	0.9163	https://github.com/krulllab/COSDD/tree/n_dimensional
2	edoardogiacomello	Human Technopole	N2V2	35.0505	0.9025	https://github.com/edoardogiacomello/AI4LifeSubmissions/blob/main/train_n2v_careamist.py
3	edoardogiacomello	Human Technopole	N2V	35.0319	0.9027	https://github.com/edoardogiacomello/AI4LifeSubmissions/blob/main/train_n2v_careamist.py