PubHawk
Sci Data May 2023 PMID 37156762

VISEM-Tracking, a human spermatozoa tracking dataset.

Vajira Thambawita, Steven A Hicks, Andrea M Storås, Thu Nguyen, Jorunn M Andersen, Oliwia Witczak, Trine B Haugen, Hugo L Hammer, Pål Halvorsen, Michael A Riegler

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Mentions

5
Peak: 2 in Apr 2023
across 2 sources since Apr 2023

Extended reach

1,337
potential audience

Total likes

1

Video views

80

Mentions per month

Apr 2023 – Aug 2023

Where it's discussed

  • X / Twitter4 posts
  • YouTube1 videos

AI synopsis

What people are saying

Discussions reflect a generally positive view of the publication, with phrases like 'supports better training of machine learning models' and 'demonstrating its potential to improve automated sperm analysis.' The tone emphasizes scientific advancement and practical benefits, with some comments showing curiosity about future applications, which indicates a moderate level of interest and engagement.

AgreementModerate agreement

Most discussions acknowledge the importance of the dataset for advancing automated sperm analysis, reflecting general agreement with its scientific value.

InterestModerate interest

Participants show moderate interest, highlighting the relevance to fields like computer vision and reproductive research, but few express strong enthusiasm.

EngagementModerate engagement

Comments include references to how the dataset could improve machine learning models and practical applications, indicating a moderate level of detailed engagement.

ImpactModerate impact

The conversations recognize that this dataset could significantly enhance sperm analysis methods, suggesting a positive yet cautious outlook on its potential impact.

Abstract in brief

  • The VISEMTracking dataset includes 20 videos of human sperm, with over 29,000 frames, manually labeled with sperm positions and expert-analyzed characteristics, to support better training of machine learning models.
  • Manual sperm motility assessment is difficult and requires extensive training, so computer-aided analysis tools like CASA are used, but they need more data to improve their accuracy.
  • The dataset is used to train deep learning models such as YOLOv5 for sperm detection, demonstrating its potential to enhance automated sperm analysis techniques.
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Top posts

Most liked on X and Bluesky
Vajira Thambawita
@vlbthambawita · X

VISEM-Tracking, a human spermatozoa tracking dataset https://t.co/gJu9oiEnCl #SNresearchdata #OpenAccess #naturescientificdata #sperm #objectTracking #computerVision

May 9, 2023 · 1 like · 94 followers View post →
arXiv reaDer bot (cs-CV)
@arXiv_reaDer · X

VISEM-Tracking, a human spermatozoa tracking dataset VISEM-Tracking、ヒト精子追跡データセット 2023-05-10T07:10:31+00:00 arXiv: https://t.co/a3ozofQhS4 英/日サマリ↓ https://t.co/LuIIOx5U9L

May 10, 2023 · 388 followers View post →
arXiv reaDer bot (cs-CV)
@arXiv_reaDer · X

VISEM-Tracking, a human spermatozoa tracking dataset VISEM-Tracking、ヒト精子追跡データセット 2023-04-26T06:03:46+00:00 arXiv: https://t.co/tXjsQgL8lp 英/日サマリ↓ https://t.co/7k0StjP9v2

Apr 26, 2023 · 388 followers View post →
arXiv reaDer bot (cs-CV)
@arXiv_reaDer · X

VISEM-Tracking, a human spermatozoa tracking dataset VISEM-Tracking、ヒト精子追跡データセット 2023-04-25T06:59:26+00:00 arXiv: https://t.co/40xO9Tm0WB 英/日サマリ↓ https://t.co/zO2rv1Wm4a

Apr 25, 2023 · 388 followers View post →

All mentions

arXiv reaDer bot (cs-CV)
@arXiv_reaDer · X

VISEM-Tracking, a human spermatozoa tracking dataset VISEM-Tracking、ヒト精子追跡データセット 2023-05-10T07:10:31+00:00 arXiv: https://t.co/a3ozofQhS4 英/日サマリ↓ https://t.co/LuIIOx5U9L

May 10, 2023 · 388 followers View post →
Vajira Thambawita
@vlbthambawita · X

VISEM-Tracking, a human spermatozoa tracking dataset https://t.co/gJu9oiEnCl #SNresearchdata #OpenAccess #naturescientificdata #sperm #objectTracking #computerVision

May 9, 2023 · 1 like · 94 followers View post →
arXiv reaDer bot (cs-CV)
@arXiv_reaDer · X

VISEM-Tracking, a human spermatozoa tracking dataset VISEM-Tracking、ヒト精子追跡データセット 2023-04-26T06:03:46+00:00 arXiv: https://t.co/tXjsQgL8lp 英/日サマリ↓ https://t.co/7k0StjP9v2

Apr 26, 2023 · 388 followers View post →
arXiv reaDer bot (cs-CV)
@arXiv_reaDer · X

VISEM-Tracking, a human spermatozoa tracking dataset VISEM-Tracking、ヒト精子追跡データセット 2023-04-25T06:59:26+00:00 arXiv: https://t.co/40xO9Tm0WB 英/日サマリ↓ https://t.co/zO2rv1Wm4a

Apr 25, 2023 · 388 followers View post →