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#multispectral — Public Fediverse posts

Live and recent posts from across the Fediverse tagged #multispectral, aggregated by home.social.

  1. 1/n Notes on #UAP Discussions : What’s the actual situation if this next set of . Gov releases turns out to be total crap ?
    We’ve still come a long way. Research groups both public and private are starting to deploy newer all sky #MultiSpectral sensing packages. Some are already collecting data. It’s reasonable surmise to expect a few years of data collection at a minimum in lieu of some major unexpected event that yields breakthroughs. Don’t sit waiting when you could be doing...

  2. 1/n Notes on #UAP Discussions : What’s the actual situation if this next set of . Gov releases turns out to be total crap ?
    We’ve still come a long way. Research groups both public and private are starting to deploy newer all sky #MultiSpectral sensing packages. Some are already collecting data. It’s reasonable surmise to expect a few years of data collection at a minimum in lieu of some major unexpected event that yields breakthroughs. Don’t sit waiting when you could be doing...

  3. 1/n Notes on #UAP Discussions : What’s the actual situation if this next set of . Gov releases turns out to be total crap ?
    We’ve still come a long way. Research groups both public and private are starting to deploy newer all sky #MultiSpectral sensing packages. Some are already collecting data. It’s reasonable surmise to expect a few years of data collection at a minimum in lieu of some major unexpected event that yields breakthroughs. Don’t sit waiting when you could be doing...

  4. 1/n Notes on #UAP Discussions : #Multispectral sensing kit development and coding for applications in UAP research are seeing significant upticks. Here’s a recent presentation from UAP Summit
    youtu.be/6j9wLgaa7Xg?si=b_cRTZ

    Note that this is just one #OpenSource example integrating multisensor fusion,edge computing and #AI detection on an affordable platform.
    If we can arrive at (or just use current standards)a uniform Earth grid based distributed database than any number of these platforms at
    any…

  5. 1/n Notes on #UAP Discussions : #Multispectral sensing kit development and coding for applications in UAP research are seeing significant upticks. Here’s a recent presentation from UAP Summit
    youtu.be/6j9wLgaa7Xg?si=b_cRTZ

    Note that this is just one #OpenSource example integrating multisensor fusion,edge computing and #AI detection on an affordable platform.
    If we can arrive at (or just use current standards)a uniform Earth grid based distributed database than any number of these platforms at
    any…

  6. 1/n Notes on #UAP Discussions : #Multispectral sensing kit development and coding for applications in UAP research are seeing significant upticks. Here’s a recent presentation from UAP Summit
    youtu.be/6j9wLgaa7Xg?si=b_cRTZ

    Note that this is just one #OpenSource example integrating multisensor fusion,edge computing and #AI detection on an affordable platform.
    If we can arrive at (or just use current standards)a uniform Earth grid based distributed database than any number of these platforms at
    any…

  7. 1/n Notes on #UAP Discussions : #Multispectral sensing kit development and coding for applications in UAP research are seeing significant upticks. Here’s a recent presentation from UAP Summit
    youtu.be/6j9wLgaa7Xg?si=b_cRTZ

    Note that this is just one #OpenSource example integrating multisensor fusion,edge computing and #AI detection on an affordable platform.
    If we can arrive at (or just use current standards)a uniform Earth grid based distributed database than any number of these platforms at
    any…

  8. 1/n Notes on #UAP Discussions : #Multispectral sensing kit development and coding for applications in UAP research are seeing significant upticks. Here’s a recent presentation from UAP Summit
    youtu.be/6j9wLgaa7Xg?si=b_cRTZ

    Note that this is just one #OpenSource example integrating multisensor fusion,edge computing and #AI detection on an affordable platform.
    If we can arrive at (or just use current standards)a uniform Earth grid based distributed database than any number of these platforms at
    any…

  9. Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
    --
    doi.org/10.1016/j.rsase.2025.1 <-- share paper
    --
    “HIGHLIGHTS:
    • ViT-based forest mask, multispectral ensemble LandTrendr and terrain shadow mask.
    • District-level RF/XGBoost model training with expert-weighted validation.
    • Outperformed GFC and REDD + AI benchmarks in accuracy and F1 performance.
    • RF excelled in High Mountains/Himalayas; XGBoost in the lower Mountain regions.
    • NBR contributed the most; snow-impacted forest loss uncertainty was observed..."
    #Forestdisturbance #forest #disturbance #remotesensing #LandTrendr #workflow #timeseries #ViT #RF #XGBoost #GEE #Nepal #ForestNepal #spatial #GIS #mapping #earthobservation #landsat #Himalayas #mountains #alpine #vegetation #AI #multispectral #monitoring #spatialanalysis #spatiotemporal #loss #change #machinelearning #NDR #conservation #planning #policy #mitagion #ecology #Karnali #Bagmati, #Darchula #Siwalik #GlobalForestChange #Degradation

  10. Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
    --
    doi.org/10.1016/j.rsase.2025.1 <-- share paper
    --
    “HIGHLIGHTS:
    • ViT-based forest mask, multispectral ensemble LandTrendr and terrain shadow mask.
    • District-level RF/XGBoost model training with expert-weighted validation.
    • Outperformed GFC and REDD + AI benchmarks in accuracy and F1 performance.
    • RF excelled in High Mountains/Himalayas; XGBoost in the lower Mountain regions.
    • NBR contributed the most; snow-impacted forest loss uncertainty was observed..."
    #Forestdisturbance #forest #disturbance #remotesensing #LandTrendr #workflow #timeseries #ViT #RF #XGBoost #GEE #Nepal #ForestNepal #spatial #GIS #mapping #earthobservation #landsat #Himalayas #mountains #alpine #vegetation #AI #multispectral #monitoring #spatialanalysis #spatiotemporal #loss #change #machinelearning #NDR #conservation #planning #policy #mitagion #ecology #Karnali #Bagmati, #Darchula #Siwalik #GlobalForestChange #Degradation

  11. Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
    --
    doi.org/10.1016/j.rsase.2025.1 <-- share paper
    --
    “HIGHLIGHTS:
    • ViT-based forest mask, multispectral ensemble LandTrendr and terrain shadow mask.
    • District-level RF/XGBoost model training with expert-weighted validation.
    • Outperformed GFC and REDD + AI benchmarks in accuracy and F1 performance.
    • RF excelled in High Mountains/Himalayas; XGBoost in the lower Mountain regions.
    • NBR contributed the most; snow-impacted forest loss uncertainty was observed..."
    #Forestdisturbance #forest #disturbance #remotesensing #LandTrendr #workflow #timeseries #ViT #RF #XGBoost #GEE #Nepal #ForestNepal #spatial #GIS #mapping #earthobservation #landsat #Himalayas #mountains #alpine #vegetation #AI #multispectral #monitoring #spatialanalysis #spatiotemporal #loss #change #machinelearning #NDR #conservation #planning #policy #mitagion #ecology #Karnali #Bagmati, #Darchula #Siwalik #GlobalForestChange #Degradation

  12. Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
    --
    doi.org/10.1016/j.rsase.2025.1 <-- share paper
    --
    “HIGHLIGHTS:
    • ViT-based forest mask, multispectral ensemble LandTrendr and terrain shadow mask.
    • District-level RF/XGBoost model training with expert-weighted validation.
    • Outperformed GFC and REDD + AI benchmarks in accuracy and F1 performance.
    • RF excelled in High Mountains/Himalayas; XGBoost in the lower Mountain regions.
    • NBR contributed the most; snow-impacted forest loss uncertainty was observed..."
    #Forestdisturbance #forest #disturbance #remotesensing #LandTrendr #workflow #timeseries #ViT #RF #XGBoost #GEE #Nepal #ForestNepal #spatial #GIS #mapping #earthobservation #landsat #Himalayas #mountains #alpine #vegetation #AI #multispectral #monitoring #spatialanalysis #spatiotemporal #loss #change #machinelearning #NDR #conservation #planning #policy #mitagion #ecology #Karnali #Bagmati, #Darchula #Siwalik #GlobalForestChange #Degradation

  13. Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
    --
    doi.org/10.1016/j.rsase.2025.1 <-- share paper
    --
    “HIGHLIGHTS:
    • ViT-based forest mask, multispectral ensemble LandTrendr and terrain shadow mask.
    • District-level RF/XGBoost model training with expert-weighted validation.
    • Outperformed GFC and REDD + AI benchmarks in accuracy and F1 performance.
    • RF excelled in High Mountains/Himalayas; XGBoost in the lower Mountain regions.
    • NBR contributed the most; snow-impacted forest loss uncertainty was observed..."
    ,

  14. Am vergangenen Freitag und Samstag fand unser Sommerkurs „Schriftkulturen des Mittelalters in digitaler Perspektive“ in der Staatsbibliothek zu Berlin statt (blog.sbb.berlin/termin/mittela). Neben #TEI und #HTR ging es auch um #multispectral imaging und Materialanalyse. Wir hatten tolle Teilnehmende, die in den verschiedenen Hands-On-Sessions mitgemacht haben, z.b. in unserem Handschriftenlesesaal, um das digitale DinoLite-Mikroskop (UV, VIS, IR) kennenzulernen.

  15. Am vergangenen Freitag und Samstag fand unser Sommerkurs „Schriftkulturen des Mittelalters in digitaler Perspektive“ in der Staatsbibliothek zu Berlin statt (blog.sbb.berlin/termin/mittela). Neben #TEI und #HTR ging es auch um #multispectral imaging und Materialanalyse. Wir hatten tolle Teilnehmende, die in den verschiedenen Hands-On-Sessions mitgemacht haben, z.b. in unserem Handschriftenlesesaal, um das digitale DinoLite-Mikroskop (UV, VIS, IR) kennenzulernen.

  16. Am vergangenen Freitag und Samstag fand unser Sommerkurs „Schriftkulturen des Mittelalters in digitaler Perspektive“ in der Staatsbibliothek zu Berlin statt (blog.sbb.berlin/termin/mittela). Neben #TEI und #HTR ging es auch um #multispectral imaging und Materialanalyse. Wir hatten tolle Teilnehmende, die in den verschiedenen Hands-On-Sessions mitgemacht haben, z.b. in unserem Handschriftenlesesaal, um das digitale DinoLite-Mikroskop (UV, VIS, IR) kennenzulernen.

  17. Am vergangenen Freitag und Samstag fand unser Sommerkurs „Schriftkulturen des Mittelalters in digitaler Perspektive“ in der Staatsbibliothek zu Berlin statt (blog.sbb.berlin/termin/mittela). Neben #TEI und #HTR ging es auch um #multispectral imaging und Materialanalyse. Wir hatten tolle Teilnehmende, die in den verschiedenen Hands-On-Sessions mitgemacht haben, z.b. in unserem Handschriftenlesesaal, um das digitale DinoLite-Mikroskop (UV, VIS, IR) kennenzulernen.

  18. Am vergangenen Freitag und Samstag fand unser Sommerkurs „Schriftkulturen des Mittelalters in digitaler Perspektive“ in der Staatsbibliothek zu Berlin statt (blog.sbb.berlin/termin/mittela). Neben #TEI und #HTR ging es auch um #multispectral imaging und Materialanalyse. Wir hatten tolle Teilnehmende, die in den verschiedenen Hands-On-Sessions mitgemacht haben, z.b. in unserem Handschriftenlesesaal, um das digitale DinoLite-Mikroskop (UV, VIS, IR) kennenzulernen.

  19. Monday is the start of the summer school in #digital #palaeography which I run in Göttingen every summer. We have 16 amazing international students and 2 weeks to play with #medieval fragments, #multispectral imaging, network analysis, bookbindings, biocodicology and much much more, topped off by a trip to the fabulous @hab_wf and a hackathon. It's the absolute highlight of my year. Follow this year's posts and photos via #SummerSchool25. @histodons @medievodons @historikerinnen

  20. Monday is the start of the summer school in #digital #palaeography which I run in Göttingen every summer. We have 16 amazing international students and 2 weeks to play with #medieval fragments, #multispectral imaging, network analysis, bookbindings, biocodicology and much much more, topped off by a trip to the fabulous @hab_wf and a hackathon. It's the absolute highlight of my year. Follow this year's posts and photos via #SummerSchool25. @histodons @medievodons @historikerinnen

  21. Monday is the start of the summer school in #digital #palaeography which I run in Göttingen every summer. We have 16 amazing international students and 2 weeks to play with #medieval fragments, #multispectral imaging, network analysis, bookbindings, biocodicology and much much more, topped off by a trip to the fabulous @hab_wf and a hackathon. It's the absolute highlight of my year. Follow this year's posts and photos via #SummerSchool25. @histodons @medievodons @historikerinnen

  22. Monday is the start of the summer school in #digital #palaeography which I run in Göttingen every summer. We have 16 amazing international students and 2 weeks to play with #medieval fragments, #multispectral imaging, network analysis, bookbindings, biocodicology and much much more, topped off by a trip to the fabulous @hab_wf and a hackathon. It's the absolute highlight of my year. Follow this year's posts and photos via #SummerSchool25. @histodons @medievodons @historikerinnen

  23. Monday is the start of the summer school in #digital #palaeography which I run in Göttingen every summer. We have 16 amazing international students and 2 weeks to play with #medieval fragments, #multispectral imaging, network analysis, bookbindings, biocodicology and much much more, topped off by a trip to the fabulous @hab_wf and a hackathon. It's the absolute highlight of my year. Follow this year's posts and photos via #SummerSchool25. @histodons @medievodons @historikerinnen

  24. [New Video] Real-time Human Detection with 4-Band Raspberry Pi Camera
    Check out our new demo video showing real-time human detection using a 4-Band Raspberry Pi Camera! The video displays the camera's view along with inference results highlighting detected humans.
    🎥 Demo Video: youtu.be/oafrmEUXJYA?si=mPRbKo
    📄 Paper: doi.org/10.3390/jimaging110400
    #Multispectral #ComputerVision #EdgeAI #RaspberryPi #HumanDetection

  25. [New Video] Real-time Human Detection with 4-Band Raspberry Pi Camera
    Check out our new demo video showing real-time human detection using a 4-Band Raspberry Pi Camera! The video displays the camera's view along with inference results highlighting detected humans.
    🎥 Demo Video: youtu.be/oafrmEUXJYA?si=mPRbKo
    📄 Paper: doi.org/10.3390/jimaging110400
    #Multispectral #ComputerVision #EdgeAI #RaspberryPi #HumanDetection

  26. [New Video] Real-time Human Detection with 4-Band Raspberry Pi Camera
    Check out our new demo video showing real-time human detection using a 4-Band Raspberry Pi Camera! The video displays the camera's view along with inference results highlighting detected humans.
    🎥 Demo Video: youtu.be/oafrmEUXJYA?si=mPRbKo
    📄 Paper: doi.org/10.3390/jimaging110400
    #Multispectral #ComputerVision #EdgeAI #RaspberryPi #HumanDetection

  27. [New Video] Real-time Human Detection with 4-Band Raspberry Pi Camera
    Check out our new demo video showing real-time human detection using a 4-Band Raspberry Pi Camera! The video displays the camera's view along with inference results highlighting detected humans.
    🎥 Demo Video: youtu.be/oafrmEUXJYA?si=mPRbKo
    📄 Paper: doi.org/10.3390/jimaging110400
    #Multispectral #ComputerVision #EdgeAI #RaspberryPi #HumanDetection

  28. [New Video] Real-time Human Detection with 4-Band Raspberry Pi Camera
    Check out our new demo video showing real-time human detection using a 4-Band Raspberry Pi Camera! The video displays the camera's view along with inference results highlighting detected humans.
    🎥 Demo Video: youtu.be/oafrmEUXJYA?si=mPRbKo
    📄 Paper: doi.org/10.3390/jimaging110400
    #Multispectral #ComputerVision #EdgeAI #RaspberryPi #HumanDetection

  29. [New Paper] A Color‑Based Multispectral Imaging Approach for a Human‑Detection Camera
    “HitoMi‑Cam” uses a 4‑band snapshot filter + Raspberry Pi to detect humans in real‑time (15 fps).
    📄 Paper: doi.org/10.3390/jimaging110400
    🎥 Demo: youtu.be/VE2gudrNOCs?si=HBEnEr
    #Multispectral #ComputerVision #EdgeAI