Evidence map›Paper›PMID 41200484›Full record

ArticleFrontiers in plant science2025

Design and experiment of miss-seeding detection and preparatory seed scraper-belt compensation mechanism based on improved YOLOv5s for potato seed-metering devices.

Hongling Li, Hua Zhang, Xiaolong Liu, Hui Li, Shangyun Jia, Wei Sun, Guanping Wang, Quan Feng, Sen Yang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Frontiers in plant science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Hongling LiCollege of Mechanical and Electrical Engineering, Gansu Agricultural University, Lanzhou, China.
Hua ZhangCollege of Mechanical and Electrical Engineering, Gansu Agricultural University, Lanzhou, China.
Xiaolong LiuCollege of Mechanical and Electrical Engineering, Gansu Agricultural University, Lanzhou, China.
Hui LiCollege of Mechanical and Electrical Engineering, Gansu Agricultural University, Lanzhou, China.
Shangyun JiaCollege of Mechanical and Electrical Engineering, Gansu Agricultural University, Lanzhou, China.
Wei SunCollege of Mechanical and Electrical Engineering, Gansu Agricultural University, Lanzhou, China.
Guanping WangCollege of Mechanical and Electrical Engineering, Gansu Agricultural University, Lanzhou, China.
Quan FengCollege of Mechanical and Electrical Engineering, Gansu Agricultural University, Lanzhou, China.
Sen YangCollege of Mechanical and Electrical Engineering, Gansu Agricultural University, Lanzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study addresses the issue of miss seeding in spoon-chain potato seed-metering devices, which impacts planting efficiency and quality, by proposing a miss-seeding detection and compensation system based on an improved YOLOv5s model integrated with a preparatory seed scraper-belt compensation mechanism. The enhanced model incorporates the Convolutional Block Attention Module (CBAM) and Soft Non-Maximum Suppression (Soft-NMS), achieving a mean average precision (

Indexed as

automatic reseedingimproved YOLOv5spotatospoon-chain seed-metering devicevisual detection

Identifiers

PMID41200484
PMCPMC12587461

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.