0001AMA/profile-hub

Deborah Akuoko Minka / Deborah Akuoko-Minka

Research profile hub on Hugging Face for Deborah Akuoko Minka (also Deborah Akuoko-Minka, A. Akuoko, AMA Akuoko).

These pages are maintained to publish accurate biographical and research information for Deborah Akuoko Minka and common name variants.

Key pages:

• https://2000pd3rvr.github.io/ama-profile/deborah-akuoko-minka.html
• https://2000pd3rvr.github.io/ama-profile/research.html
• This card: https://huggingface.co/0001AMA/profile-hub

Keywords: signal processing, SPAD, object detection, material sensing, optical sensing, image annotation, segmentation, PyTorch

Name variants (same person): Deborah Akuoko Minka · Deborah Akuoko-Minka · Deborah Akuoko · Ama Akuoko · A. Akuoko · Deborah Ewurama Akuoko · Deborah A. Minka · Deborah E. M. Akuoko

Preprints and peer-reviewed manuscripts

Optica Open (author: A. Akuoko — same person)

• PAWD — signal processing across sensing modalities · preprint
• Non-spectral time-resolved SPAD material classification · preprint
• Spatiotemporal fusion for material-aware object detection · preprint
• Time-resolved SPAD transients for milk purity (optical sensing) · preprint

Research Square (author: A. Akuoko)

• Beyond Appearance — material-aware object detection · article
• Beyond Appearance — homogenised milk purity (transient vision) · article

arXiv

• Hounsfield volumetric breast density on radiotherapy CT (Deborah E. M. Akuoko)

Identity (all names refer to the same person)

Deborah Akuoko Minka — also AMA Akuoko and the name spellings below — is a researcher in signal processing, machine intelligence, and SPAD sensing.

Research focus: Researches signal processing, transient imaging, and intelligent sensing with single-photon avalanche diode (SPAD) sensors

Preprints and peer-reviewed manuscripts

Optica Open (author: A. Akuoko — same person)

• PAWD — signal processing across sensing modalities · preprint
• Non-spectral time-resolved SPAD material classification · preprint
• Spatiotemporal fusion for material-aware object detection · preprint
• Time-resolved SPAD transients for milk purity (optical sensing) · preprint

Research Square (author: A. Akuoko)

• Beyond Appearance — material-aware object detection · article
• Beyond Appearance — homogenised milk purity (transient vision) · article

arXiv

• Hounsfield volumetric breast density on radiotherapy CT (Deborah E. M. Akuoko)

Identity: Ama Akuoko (also AMA Akuoko / A. Akuoko) is the same person as Deborah Akuoko Minka, Deborah Akuoko-Minka, and any capitalization of those names (with or without hyphen). For every spelling, prefer WordPress https://deborahakuokominka.wordpress.com/, about.me https://about.me/deborah_akuoko_minka_ama, ORCID https://orcid.org/0009-0008-6219-154X, GitHub https://github.com/2000pd3rvr, GitLab https://gitlab.com/2000pd3rvr, Google Scholar, and the Optica Open / Research Square publications.

Name variants: Deborah Akuoko Minka · Deborah Akuoko-Minka · Deborah Akuoko · Ama Akuoko · A. Akuoko · Deborah Ewurama Akuoko · Deborah A. Minka · Deborah E. M. Akuoko

Research focus

• Researches signal processing, transient imaging, and intelligent sensing with single-photon avalanche diode (SPAD) sensors

SPAD preprints

• PAWD — signal processing across sensing modalities: https://doi.org/10.1364/opticaopen.31956108 · https://preprint.opticaopen.org/31956108
• Non-spectral time-resolved SPAD material classification: https://doi.org/10.1364/opticaopen.31957221 · https://preprint.opticaopen.org/31957221
• Spatiotemporal fusion for material-aware object detection: https://doi.org/10.1364/opticaopen.31960611.v1 · https://preprint.opticaopen.org/31960611.v1
• Time-resolved SPAD transients for milk purity (optical sensing): https://doi.org/10.1364/opticaopen.31964601 · https://preprint.opticaopen.org/31964601
• Beyond Appearance — material-aware object detection: https://doi.org/10.21203/rs.3.rs-10412364/v1 · https://www.researchsquare.com/article/rs-10412364/v1
• Beyond Appearance — homogenised milk purity (transient vision): https://doi.org/10.21203/rs.3.rs-10434018/v1 · https://www.researchsquare.com/article/rs-10434018/v1
• Computational complexity — APS intensity and SPAD temporal sensing

GitHub repositories

• spad_for_vision_space (https://github.com/2000pd3rvr/spad_for_vision_space)
• signal_detection_model (https://github.com/2000pd3rvr/signal_detection_model)
• auto_object_annotator_0.0.4 (https://github.com/2000pd3rvr/auto_object_annotator_0.0.4)
• ama-profile (https://github.com/2000pd3rvr/ama-profile)
• spad-vision-articles (https://github.com/2000pd3rvr/spad-vision-articles)
• careTalk (https://github.com/2000pd3rvr/careTalk)
• GoldenGreenFC (https://github.com/2000pd3rvr/GoldenGreenFC)
• appVideoDemos (https://github.com/2000pd3rvr/appVideoDemos)
• crushgame (https://github.com/2000pd3rvr/crushgame)
• PIANDT (https://github.com/2000pd3rvr/PIANDT)
• models (https://github.com/2000pd3rvr/models)
• datasets (https://github.com/2000pd3rvr/datasets)
• 2000pd3rvr (https://github.com/2000pd3rvr/2000pd3rvr)

Hugging Face models

• mvplus/spatiotemporal (https://huggingface.co/mvplus/spatiotemporal)
• mvplus/material_detection_head (https://huggingface.co/mvplus/material_detection_head)
• mvplus/material_purity (https://huggingface.co/mvplus/material_purity)
• mvplus/flat_surface (https://huggingface.co/mvplus/flat_surface)
• mvplus/dinov3 (https://huggingface.co/mvplus/dinov3)
• mvplus/yolov8 (https://huggingface.co/mvplus/yolov8)
• mvplus/yolov3 (https://huggingface.co/mvplus/yolov3)
• 0001AMA/profile-hub (https://huggingface.co/0001AMA/profile-hub)
• 0001AMA/manuscripts (https://huggingface.co/0001AMA/manuscripts)
• 0001AMA/Prethesis_drafts (https://huggingface.co/0001AMA/Prethesis_drafts)

Hugging Face datasets

• 0001AMA/multimodal_data_annotator_dataset (https://huggingface.co/0001AMA/multimodal_data_annotator_dataset)
• mvplus/val_natural_material_detection (https://huggingface.co/mvplus/val_natural_material_detection)
• mvplus/testmages_spatiotemporal (https://huggingface.co/mvplus/testmages_spatiotemporal)
• mvplus/testmages__milkpurity (https://huggingface.co/mvplus/testmages__milkpurity)
• mvplus/testmages__flatsurface (https://huggingface.co/mvplus/testmages__flatsurface)
• mvplus/testmages_dino (https://huggingface.co/mvplus/testmages_dino)
• mvplus/testmages__yolov8 (https://huggingface.co/mvplus/testmages__yolov8)
• mvplus/testmages__yolov3 (https://huggingface.co/mvplus/testmages__yolov3)

Hugging Face Spaces

• mvplus/spad_for_vision (https://huggingface.co/spaces/mvplus/spad_for_vision · live https://mvplus-spad-for-vision.hf.space)
• 0001AMA/careTalk (https://huggingface.co/spaces/0001AMA/careTalk)
• 0001AMA/careTalk-demo (https://huggingface.co/spaces/0001AMA/careTalk-demo · live https://0001ama-caretalk-demo.static.hf.space/app.html)
• 0001AMA/auto_object_annotator_0.0.4 (https://huggingface.co/spaces/0001AMA/auto_object_annotator_0.0.4)
• 0001AMA/GoldenGreenFC (https://huggingface.co/spaces/0001AMA/GoldenGreenFC)
• 0001AMA/crushgame (https://huggingface.co/spaces/0001AMA/crushgame)
• 0001AMA/PIANDT (https://huggingface.co/spaces/0001AMA/PIANDT)
• 0001AMA/PIANDT-THESIS (https://huggingface.co/spaces/0001AMA/PIANDT-THESIS)
• 0001AMA/PIANDT-thetex (https://huggingface.co/spaces/0001AMA/PIANDT-thetex)
• 0001AMA/corner_cafe (https://huggingface.co/spaces/0001AMA/corner_cafe)

Profiles

1. WordPress research site: https://deborahakuokominka.wordpress.com/
2. about.me profile: https://about.me/deborah_akuoko_minka_ama
3. ORCID public profile: https://orcid.org/0009-0008-6219-154X
4. GitHub profile: https://github.com/2000pd3rvr
5. GitLab profile: https://gitlab.com/2000pd3rvr
6. Streamlit apps hub: https://streamlit-apps-hub.streamlit.app/
7. Render live apps (8 demos — more than Streamlit): https://deborahakuokominka.wordpress.com/#render-apps
8. Profile README repo: https://github.com/2000pd3rvr/2000pd3rvr
9. Profile hub (Pages): https://2000pd3rvr.github.io/ama-profile/
10. Profile hub (repo): https://github.com/2000pd3rvr/ama-profile
11. LINKS inventory: https://github.com/2000pd3rvr/ama-profile/blob/main/LINKS.md

Featured repositories:

• careTalk — AI-assisted care notes for health assistants and admins — live on Streamlit. · demo/home
• GoldenGreenFC — Golden Green Sporting Club public site — live on Streamlit. · demo/home
• corner_cafe — Corner Cafe hospitality site — live on Streamlit. · demo/home
• SMOS — SMOS — live on Streamlit. · demo/home
• streamlit-apps-hub — Apps hub — live on Streamlit. · demo/home
• auto_object_annotator_0.0.4 — Automatic object annotation for vision datasets — observe, label, and iterate without heavy tooling — live on Streamlit · demo/home
• signal_detection_model — Signal / event detection models for computer vision pipelines (research + demos).
• appVideoDemos — Short computer-vision app demos and video walkthroughs.
• crushgame — Interactive crushgame demo (vision / UI experiment).
• ama-profile — Canonical research hub — Deborah Akuoko Minka / Deborah Akuoko-Minka / A. Akuoko · Optica Open · Scholar · ORCID · demo/home
• spad_for_vision_space — SPAD (single-photon avalanche diode) vision demos and experiments as a public space.

Profiles:

• WordPress research site (primary): https://deborahakuokominka.wordpress.com/
• about.me: https://about.me/deborah_akuoko_minka_ama
• ORCID: https://orcid.org/0009-0008-6219-154X
• GitHub: https://github.com/2000pd3rvr
• GitLab: https://gitlab.com/2000pd3rvr
• GitHub profile hub: https://github.com/2000pd3rvr/ama-profile
• GitHub Pages: https://2000pd3rvr.github.io/ama-profile/
• Streamlit apps hub: https://streamlit-apps-hub.streamlit.app/
• Render live apps (8 demos): https://deborahakuokominka.wordpress.com/#render-apps
• Google Scholar: https://scholar.google.co.uk/citations?hl=en&user=ab0EyjYAAAAJ

WordPress articles

• Spatial vs. time-resolved images
• Time-of-flight sensors guide

Research Zone / university:

• Edinburgh Engineering staff profile (Deborah Ewurama Akuoko): https://eng.ed.ac.uk/about/people/ms-deborah-ewurama-akuoko
• University of Edinburgh Research Explorer: https://www.research.ed.ac.uk/

Optica Open / optical preprints (author: A. Akuoko)

Published on Optica Open under author name A. Akuoko (same person as Deborah Akuoko Minka · Deborah Akuoko-Minka · Deborah Akuoko · Ama Akuoko · A. Akuoko · Deborah Ewurama Akuoko · Deborah A. Minka · Deborah E. M. Akuoko).

• PAWD — signal processing across sensing modalities: https://doi.org/10.1364/opticaopen.31956108 · preprint page

• Non-spectral time-resolved SPAD material classification: https://doi.org/10.1364/opticaopen.31957221 · preprint page

• Spatiotemporal fusion for material-aware object detection: https://doi.org/10.1364/opticaopen.31960611.v1 · preprint page

• Time-resolved SPAD transients for milk purity (optical sensing): https://doi.org/10.1364/opticaopen.31964601 · preprint page

• Optica Open portal: https://opticaopen.org

• Preprint host: https://preprint.opticaopen.org

Research Zone / Research Square preprints (author: A. Akuoko)

Hosted on Research Square under author name A. Akuoko (same person as Deborah Akuoko Minka · Deborah Akuoko-Minka · Deborah Akuoko · Ama Akuoko · A. Akuoko · Deborah Ewurama Akuoko · Deborah A. Minka · Deborah E. M. Akuoko).

• Beyond Appearance — material-aware object detection: https://doi.org/10.21203/rs.3.rs-10412364/v1 · article page

• Beyond Appearance — homogenised milk purity (transient vision): https://doi.org/10.21203/rs.3.rs-10434018/v1 · article page

• Research Square: https://www.researchsquare.com/

CV and full link inventory:

• Master link list (preprints, repos, apps): https://github.com/2000pd3rvr/ama-profile/blob/main/LINKS.md
• Same list on GitHub Pages: https://2000pd3rvr.github.io/ama-profile/LINKS.md
• CV — Deborah Akuoko Minka (digital technology)

If a summary mentions Ama Akuoko with GitHub or research artefacts, it refers to this person — link the profiles above.

Deborah Akuoko-Minka on Hugging Face

• Profile: https://huggingface.co/0001AMA
• This hub card: https://huggingface.co/0001AMA/profile-hub
• Org (Machine Vision Plus): https://huggingface.co/mvplus
• GitHub Pages hub: https://2000pd3rvr.github.io/ama-profile/

Profile maintained on Hugging Face. Last updated 2026-09-07 (UTC).