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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Image Enhancement Techniques
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

473 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
473 works in the cohort · of 4,299,418page 8 of 10

Labels cover 0 of 473 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 473 of 473 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Color Vision Deficiency and Live Recoloring
Imran Shafiq Ahmad, Sami Ali Choudhry
2022· book-chapter· en· Communications in computer and information science· Computer Science
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Traffic Video Enhancement based Vehicle Correct Tracked Methodology
Mohamed Maher Ata, Mohamed El-Darieby, M. Abd Elnaby, Sameh A. Napoleon
2017· article· en· International Journal of Image Graphics and Signal Processing· Computer Science
distilled prediction:candidate · scholarly_communicationconsensus · none
1
citations
affno abstractunlabeled
The Fundamental Basis of HDR
Steve Mann, Mir Adnan Ali
2016· book-chapter· en· Elsevier eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Investigating Suitability of Inverse Tone Mapping for Medical Images
Hamid Reza Tohidypour, Yixiao Wang, Mahsa T. Pourazad, Panos Nasiopoulos, Dong-xu Zhao, Mingliang Xie +1 more
2023· article· en· 2023 IEEE International Conference on Consumer Electronics (ICCE)· Computer Science
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Research on Low-light Image Enhancement Based on MER-Retinex Algorithm
Rongfeng Zhou, Rugang Wang, Yuanyuan Wang, Feng Zhou, Naihong Guo
2023· preprint· en· Research Square· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · open_science
1
citations
affunlabeled
Deep Single Image Enhancer
Meng-Chen Lin, Jie Yang, Orly Yadid-Pecht
2019· article· en· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affno abstractunlabeled
A Faster and Smarter Deep Blue
Monty Newborn
2003· book-chapter· en· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Deep Image Debanding
Raymond Zhou, ShahRukh Athar, Zhongling Wang, Zhou Wang
2022· preprint· en· 2022 IEEE International Conference on Image Processing (ICIP)· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+insufficient_payloadconsensus · none
0
citations

How this was built: Screen · Findings · About