#multispectral — Public Fediverse posts

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...

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...

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...

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
https://youtu.be/6j9wLgaa7Xg?si=b_cRTZdZUdxuBh-B

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…

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
https://youtu.be/6j9wLgaa7Xg?si=b_cRTZdZUdxuBh-B

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…

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
https://youtu.be/6j9wLgaa7Xg?si=b_cRTZdZUdxuBh-B

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…

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
https://youtu.be/6j9wLgaa7Xg?si=b_cRTZdZUdxuBh-B

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…

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
https://youtu.be/6j9wLgaa7Xg?si=b_cRTZdZUdxuBh-B

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…

Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
--
https://doi.org/10.1016/j.rsase.2025.101864 <-- 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

Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
--
https://doi.org/10.1016/j.rsase.2025.101864 <-- 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

Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
--
https://doi.org/10.1016/j.rsase.2025.101864 <-- 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

Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
--
https://doi.org/10.1016/j.rsase.2025.101864 <-- 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

Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
--
https://doi.org/10.1016/j.rsase.2025.101864 <-- 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

🫥 Cameras that see the unseen promise smarter, faster recycling of everyday waste

https://techxplore.com/news/2025-09-cameras-unseen-smarter-faster-recycling.html

#sensors #imaging #multispectral #technology #materials #recycling #waste

🫥 Cameras that see the unseen promise smarter, faster recycling of everyday waste

https://techxplore.com/news/2025-09-cameras-unseen-smarter-faster-recycling.html

#sensors #imaging #multispectral #technology #materials #recycling #waste

🫥 Cameras that see the unseen promise smarter, faster recycling of everyday waste

https://techxplore.com/news/2025-09-cameras-unseen-smarter-faster-recycling.html

#sensors #imaging #multispectral #technology #materials #recycling #waste

🫥 Cameras that see the unseen promise smarter, faster recycling of everyday waste

https://techxplore.com/news/2025-09-cameras-unseen-smarter-faster-recycling.html

#sensors #imaging #multispectral #technology #materials #recycling #waste

🫥 Cameras that see the unseen promise smarter, faster recycling of everyday waste

https://techxplore.com/news/2025-09-cameras-unseen-smarter-faster-recycling.html

#sensors #imaging #multispectral #technology #materials #recycling #waste

Am vergangenen Freitag und Samstag fand unser Sommerkurs „Schriftkulturen des Mittelalters in digitaler Perspektive“ in der Staatsbibliothek zu Berlin statt (https://blog.sbb.berlin/termin/mittelalterliche-schriftkulturen-in-digitaler-perspektive/). 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.

Am vergangenen Freitag und Samstag fand unser Sommerkurs „Schriftkulturen des Mittelalters in digitaler Perspektive“ in der Staatsbibliothek zu Berlin statt (https://blog.sbb.berlin/termin/mittelalterliche-schriftkulturen-in-digitaler-perspektive/). 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.

Am vergangenen Freitag und Samstag fand unser Sommerkurs „Schriftkulturen des Mittelalters in digitaler Perspektive“ in der Staatsbibliothek zu Berlin statt (https://blog.sbb.berlin/termin/mittelalterliche-schriftkulturen-in-digitaler-perspektive/). 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.

Am vergangenen Freitag und Samstag fand unser Sommerkurs „Schriftkulturen des Mittelalters in digitaler Perspektive“ in der Staatsbibliothek zu Berlin statt (https://blog.sbb.berlin/termin/mittelalterliche-schriftkulturen-in-digitaler-perspektive/). 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.

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

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

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

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

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

[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: https://youtu.be/oafrmEUXJYA?si=mPRbKomyCWjVvOAb
📄 Paper: https://doi.org/10.3390/jimaging11040093
#Multispectral #ComputerVision #EdgeAI #RaspberryPi #HumanDetection

[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: https://youtu.be/oafrmEUXJYA?si=mPRbKomyCWjVvOAb
📄 Paper: https://doi.org/10.3390/jimaging11040093
#Multispectral #ComputerVision #EdgeAI #RaspberryPi #HumanDetection

[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: https://youtu.be/oafrmEUXJYA?si=mPRbKomyCWjVvOAb
📄 Paper: https://doi.org/10.3390/jimaging11040093
#Multispectral #ComputerVision #EdgeAI #RaspberryPi #HumanDetection

[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: https://youtu.be/oafrmEUXJYA?si=mPRbKomyCWjVvOAb
📄 Paper: https://doi.org/10.3390/jimaging11040093
#Multispectral #ComputerVision #EdgeAI #RaspberryPi #HumanDetection

Monitoring Earth's Glacial Lakes From Space With Machine Learning
--
https://dx.doi.org/10.2139/ssrn.5200494 <-- shared paper
--
#GIS #spatial #mapping #spatialanalysis #spatiotemporal #satellite #earthobservation #remotesensing #glacier #glacial #glaciallakes #lakes #water #hydrology #melting #climatechange #risk #hazard #publicsafety #infrastructure #damage #loss #cost #economics #mountain #cryosphere #artificiaintelligence #glaciallakeoutburstflood #GLOF #satelliteimageanalysis #AI #machinelearning #deeplearning #literaturereview #landsat #sentinel #radar #highalpine #costbenefit #multispectral #hyperspectral #detection

Monitoring Earth's Glacial Lakes From Space With Machine Learning
--
https://dx.doi.org/10.2139/ssrn.5200494 <-- shared paper
--
#GIS #spatial #mapping #spatialanalysis #spatiotemporal #satellite #earthobservation #remotesensing #glacier #glacial #glaciallakes #lakes #water #hydrology #melting #climatechange #risk #hazard #publicsafety #infrastructure #damage #loss #cost #economics #mountain #cryosphere #artificiaintelligence #glaciallakeoutburstflood #GLOF #satelliteimageanalysis #AI #machinelearning #deeplearning #literaturereview #landsat #sentinel #radar #highalpine #costbenefit #multispectral #hyperspectral #detection

Monitoring Earth's Glacial Lakes From Space With Machine Learning
--
https://dx.doi.org/10.2139/ssrn.5200494 <-- shared paper
--
#GIS #spatial #mapping #spatialanalysis #spatiotemporal #satellite #earthobservation #remotesensing #glacier #glacial #glaciallakes #lakes #water #hydrology #melting #climatechange #risk #hazard #publicsafety #infrastructure #damage #loss #cost #economics #mountain #cryosphere #artificiaintelligence #glaciallakeoutburstflood #GLOF #satelliteimageanalysis #AI #machinelearning #deeplearning #literaturereview #landsat #sentinel #radar #highalpine #costbenefit #multispectral #hyperspectral #detection

Monitoring Earth's Glacial Lakes From Space With Machine Learning
--
https://dx.doi.org/10.2139/ssrn.5200494 <-- shared paper
--
#GIS #spatial #mapping #spatialanalysis #spatiotemporal #satellite #earthobservation #remotesensing #glacier #glacial #glaciallakes #lakes #water #hydrology #melting #climatechange #risk #hazard #publicsafety #infrastructure #damage #loss #cost #economics #mountain #cryosphere #artificiaintelligence #glaciallakeoutburstflood #GLOF #satelliteimageanalysis #AI #machinelearning #deeplearning #literaturereview #landsat #sentinel #radar #highalpine #costbenefit #multispectral #hyperspectral #detection

Monitoring Earth's Glacial Lakes From Space With Machine Learning
--
https://dx.doi.org/10.2139/ssrn.5200494 <-- shared paper
--
#GIS #spatial #mapping #spatialanalysis #spatiotemporal #satellite #earthobservation #remotesensing #glacier #glacial #glaciallakes #lakes #water #hydrology #melting #climatechange #risk #hazard #publicsafety #infrastructure #damage #loss #cost #economics #mountain #cryosphere #artificiaintelligence #glaciallakeoutburstflood #GLOF #satelliteimageanalysis #AI #machinelearning #deeplearning #literaturereview #landsat #sentinel #radar #highalpine #costbenefit #multispectral #hyperspectral #detection

The Harmonized Landsat Sentinel-2 Project Releases Vegetation Indices
--
https://www.earthdata.nasa.gov/news/harmonized-landsat-sentinel-2-project-releases-vegetation-indices <-- shared technical article
--
https://hls.gsfc.nasa.gov/ <-- shared NASA Harmonized Landsat Sentinel-2 Project page
--
https://youtu.be/63ljR84c85M?si=3Q0PDOuFgKG8nIrA <-- shared NASA overview video
--
#GIS #spatial #mapping #fedscience #OPERA #remotesensing #earthobservation #satellite #opendata #global #vegetation #indices #HLS #Landsat #Sentinel #HLSL30VI #HLSSS30VI #greenness #moisturecontent #burned #change #OLI #MultiSpectral #NDVI
@nasa | @ESA

The Harmonized Landsat Sentinel-2 Project Releases Vegetation Indices
--
https://www.earthdata.nasa.gov/news/harmonized-landsat-sentinel-2-project-releases-vegetation-indices <-- shared technical article
--
https://hls.gsfc.nasa.gov/ <-- shared NASA Harmonized Landsat Sentinel-2 Project page
--
https://youtu.be/63ljR84c85M?si=3Q0PDOuFgKG8nIrA <-- shared NASA overview video
--
#GIS #spatial #mapping #fedscience #OPERA #remotesensing #earthobservation #satellite #opendata #global #vegetation #indices #HLS #Landsat #Sentinel #HLSL30VI #HLSSS30VI #greenness #moisturecontent #burned #change #OLI #MultiSpectral #NDVI
@nasa | @ESA

The Harmonized Landsat Sentinel-2 Project Releases Vegetation Indices
--
https://www.earthdata.nasa.gov/news/harmonized-landsat-sentinel-2-project-releases-vegetation-indices <-- shared technical article
--
https://hls.gsfc.nasa.gov/ <-- shared NASA Harmonized Landsat Sentinel-2 Project page
--
https://youtu.be/63ljR84c85M?si=3Q0PDOuFgKG8nIrA <-- shared NASA overview video
--
#GIS #spatial #mapping #fedscience #OPERA #remotesensing #earthobservation #satellite #opendata #global #vegetation #indices #HLS #Landsat #Sentinel #HLSL30VI #HLSSS30VI #greenness #moisturecontent #burned #change #OLI #MultiSpectral #NDVI
@nasa | @ESA

The Harmonized Landsat Sentinel-2 Project Releases Vegetation Indices
--
https://www.earthdata.nasa.gov/news/harmonized-landsat-sentinel-2-project-releases-vegetation-indices <-- shared technical article
--
https://hls.gsfc.nasa.gov/ <-- shared NASA Harmonized Landsat Sentinel-2 Project page
--
https://youtu.be/63ljR84c85M?si=3Q0PDOuFgKG8nIrA <-- shared NASA overview video
--
#GIS #spatial #mapping #fedscience #OPERA #remotesensing #earthobservation #satellite #opendata #global #vegetation #indices #HLS #Landsat #Sentinel #HLSL30VI #HLSSS30VI #greenness #moisturecontent #burned #change #OLI #MultiSpectral #NDVI
@nasa | @ESA

The Harmonized Landsat Sentinel-2 Project Releases Vegetation Indices
--
https://www.earthdata.nasa.gov/news/harmonized-landsat-sentinel-2-project-releases-vegetation-indices <-- shared technical article
--
https://hls.gsfc.nasa.gov/ <-- shared NASA Harmonized Landsat Sentinel-2 Project page
--
https://youtu.be/63ljR84c85M?si=3Q0PDOuFgKG8nIrA <-- shared NASA overview video
--
#GIS #spatial #mapping #fedscience #OPERA #remotesensing #earthobservation #satellite #opendata #global #vegetation #indices #HLS #Landsat #Sentinel #HLSL30VI #HLSSS30VI #greenness #moisturecontent #burned #change #OLI #MultiSpectral #NDVI
@nasa | @ESA

A Google-Backed… [Satellite] To [Help] Battle Wildfires Made It Into Orbit
--
https://techcrunch.com/2025/03/17/a-google-backed-weapon-to-battle-wildfires-made-it-into-orbit/ <-- shared technical article
--
https://sites.research.google/gr/wildfires/firesat/ <-- shared Google FireSat home page
--
https://youtu.be/pmQlXLaHT_Y?si=q3wM80t7qQysAQxU <-- shared video overview of FireSat
--
https://www.earthfirealliance.org/ <-- shared Earth Fire Alliance home page
--
[this post should not be considered an endorsement of this product]
#GIS #spatial #mapping #FireSat #monitoring #fire #wildfire #EarthFireAlliance #Google #satellite #remotesensing #earthobservation #detection #tracking #earlywarning #multispectral #infrared #spatialanalysis #spatiotemporal #risk #hazard #climatechange #extremeweather #impacts #humanimpacts #infrastructure #damage #AI #machinelearning #emergencyresponse #model #modeling
@Google @GoogleResearch @EarthFireAlliance @MuonSpace

A Google-Backed… [Satellite] To [Help] Battle Wildfires Made It Into Orbit
--
https://techcrunch.com/2025/03/17/a-google-backed-weapon-to-battle-wildfires-made-it-into-orbit/ <-- shared technical article
--
https://sites.research.google/gr/wildfires/firesat/ <-- shared Google FireSat home page
--
https://youtu.be/pmQlXLaHT_Y?si=q3wM80t7qQysAQxU <-- shared video overview of FireSat
--
https://www.earthfirealliance.org/ <-- shared Earth Fire Alliance home page
--
[this post should not be considered an endorsement of this product]
#GIS #spatial #mapping #FireSat #monitoring #fire #wildfire #EarthFireAlliance #Google #satellite #remotesensing #earthobservation #detection #tracking #earlywarning #multispectral #infrared #spatialanalysis #spatiotemporal #risk #hazard #climatechange #extremeweather #impacts #humanimpacts #infrastructure #damage #AI #machinelearning #emergencyresponse #model #modeling
@Google @GoogleResearch @EarthFireAlliance @MuonSpace

A Google-Backed… [Satellite] To [Help] Battle Wildfires Made It Into Orbit
--
https://techcrunch.com/2025/03/17/a-google-backed-weapon-to-battle-wildfires-made-it-into-orbit/ <-- shared technical article
--
https://sites.research.google/gr/wildfires/firesat/ <-- shared Google FireSat home page
--
https://youtu.be/pmQlXLaHT_Y?si=q3wM80t7qQysAQxU <-- shared video overview of FireSat
--
https://www.earthfirealliance.org/ <-- shared Earth Fire Alliance home page
--
[this post should not be considered an endorsement of this product]
#GIS #spatial #mapping #FireSat #monitoring #fire #wildfire #EarthFireAlliance #Google #satellite #remotesensing #earthobservation #detection #tracking #earlywarning #multispectral #infrared #spatialanalysis #spatiotemporal #risk #hazard #climatechange #extremeweather #impacts #humanimpacts #infrastructure #damage #AI #machinelearning #emergencyresponse #model #modeling
@Google @GoogleResearch @EarthFireAlliance @MuonSpace

A Google-Backed… [Satellite] To [Help] Battle Wildfires Made It Into Orbit
--
https://techcrunch.com/2025/03/17/a-google-backed-weapon-to-battle-wildfires-made-it-into-orbit/ <-- shared technical article
--
https://sites.research.google/gr/wildfires/firesat/ <-- shared Google FireSat home page
--
https://youtu.be/pmQlXLaHT_Y?si=q3wM80t7qQysAQxU <-- shared video overview of FireSat
--
https://www.earthfirealliance.org/ <-- shared Earth Fire Alliance home page
--
[this post should not be considered an endorsement of this product]
#GIS #spatial #mapping #FireSat #monitoring #fire #wildfire #EarthFireAlliance #Google #satellite #remotesensing #earthobservation #detection #tracking #earlywarning #multispectral #infrared #spatialanalysis #spatiotemporal #risk #hazard #climatechange #extremeweather #impacts #humanimpacts #infrastructure #damage #AI #machinelearning #emergencyresponse #model #modeling
@Google @GoogleResearch @EarthFireAlliance @MuonSpace

A Google-Backed… [Satellite] To [Help] Battle Wildfires Made It Into Orbit
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https://techcrunch.com/2025/03/17/a-google-backed-weapon-to-battle-wildfires-made-it-into-orbit/ <-- shared technical article
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https://sites.research.google/gr/wildfires/firesat/ <-- shared Google FireSat home page
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https://youtu.be/pmQlXLaHT_Y?si=q3wM80t7qQysAQxU <-- shared video overview of FireSat
--
https://www.earthfirealliance.org/ <-- shared Earth Fire Alliance home page
--
[this post should not be considered an endorsement of this product]
#GIS #spatial #mapping #FireSat #monitoring #fire #wildfire #EarthFireAlliance #Google #satellite #remotesensing #earthobservation #detection #tracking #earlywarning #multispectral #infrared #spatialanalysis #spatiotemporal #risk #hazard #climatechange #extremeweather #impacts #humanimpacts #infrastructure #damage #AI #machinelearning #emergencyresponse #model #modeling
@Google @GoogleResearch @EarthFireAlliance @MuonSpace

#HENSOLDT Leading #Multispectral Defense Across #Air #Land and #Naval #Domains at #IDEX 2025

https://armyrecognition.com/news/defense-web-tv/hensoldt-leading-multispectral-defense-across-air-land-and-naval-domains-at-idex-2025
@IDEX_UAE @hensoldt @nytimes @WSJ @washingtonpost @USATODAY @latimes

#bot #miltodon
Original tweet: https://nitter.x86-64-unknown-linux-gnu.zip/ArmyRecognition/status/1894693112796021054

#HENSOLDT Leading #Multispectral Defense Across #Air #Land and #Naval #Domains at #IDEX 2025

https://armyrecognition.com/news/defense-web-tv/hensoldt-leading-multispectral-defense-across-air-land-and-naval-domains-at-idex-2025
@IDEX_UAE @hensoldt @nytimes @WSJ @washingtonpost @USATODAY @latimes

#bot #miltodon
Original tweet: https://nitter.x86-64-unknown-linux-gnu.zip/ArmyRecognition/status/1894693112796021054

Multispectral Remote Sensing Expression of Lineaments and Alteration Minerals in Part of Crystalline Rock Units of Southwestern Nigeria - Implication on Gold Prospecting
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https://doi.org/10.1016/j.oreoa.2025.100091 <-- shared paper
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#GIS #spatial #mapping #ASTER #Gold #Hydrothermal #HydrothermalAlteration #Lineament #Landsat #ETM #EnhancedThematicMapper #phyllic #Ilesha #schist #belt #geology #mining #Nigeria #naturalresources #mineral #mineralresources #golddeposits #aerogeophysical #remotesensing #geophysical #spatialanalysis #geomorphology #geomorphometry #alteration #propylitic #argillic #mineralogy #XRD #structuralgeology #lithology #PrincipalComponentAnalysis #PCA #prospecting #fracture #joints #faulting #Multispectral #Lineaments #Crystalline

Multispectral Remote Sensing Expression of Lineaments and Alteration Minerals in Part of Crystalline Rock Units of Southwestern Nigeria - Implication on Gold Prospecting
--
https://doi.org/10.1016/j.oreoa.2025.100091 <-- shared paper
--
#GIS #spatial #mapping #ASTER #Gold #Hydrothermal #HydrothermalAlteration #Lineament #Landsat #ETM #EnhancedThematicMapper #phyllic #Ilesha #schist #belt #geology #mining #Nigeria #naturalresources #mineral #mineralresources #golddeposits #aerogeophysical #remotesensing #geophysical #spatialanalysis #geomorphology #geomorphometry #alteration #propylitic #argillic #mineralogy #XRD #structuralgeology #lithology #PrincipalComponentAnalysis #PCA #prospecting #fracture #joints #faulting #Multispectral #Lineaments #Crystalline

Multispectral Remote Sensing Expression of Lineaments and Alteration Minerals in Part of Crystalline Rock Units of Southwestern Nigeria - Implication on Gold Prospecting
--
https://doi.org/10.1016/j.oreoa.2025.100091 <-- shared paper
--
#GIS #spatial #mapping #ASTER #Gold #Hydrothermal #HydrothermalAlteration #Lineament #Landsat #ETM #EnhancedThematicMapper #phyllic #Ilesha #schist #belt #geology #mining #Nigeria #naturalresources #mineral #mineralresources #golddeposits #aerogeophysical #remotesensing #geophysical #spatialanalysis #geomorphology #geomorphometry #alteration #propylitic #argillic #mineralogy #XRD #structuralgeology #lithology #PrincipalComponentAnalysis #PCA #prospecting #fracture #joints #faulting #Multispectral #Lineaments #Crystalline

Multispectral Remote Sensing Expression of Lineaments and Alteration Minerals in Part of Crystalline Rock Units of Southwestern Nigeria - Implication on Gold Prospecting
--
https://doi.org/10.1016/j.oreoa.2025.100091 <-- shared paper
--
#GIS #spatial #mapping #ASTER #Gold #Hydrothermal #HydrothermalAlteration #Lineament #Landsat #ETM #EnhancedThematicMapper #phyllic #Ilesha #schist #belt #geology #mining #Nigeria #naturalresources #mineral #mineralresources #golddeposits #aerogeophysical #remotesensing #geophysical #spatialanalysis #geomorphology #geomorphometry #alteration #propylitic #argillic #mineralogy #XRD #structuralgeology #lithology #PrincipalComponentAnalysis #PCA #prospecting #fracture #joints #faulting #Multispectral #Lineaments #Crystalline

Multispectral Remote Sensing Expression of Lineaments and Alteration Minerals in Part of Crystalline Rock Units of Southwestern Nigeria - Implication on Gold Prospecting
--
https://doi.org/10.1016/j.oreoa.2025.100091 <-- shared paper
--
#GIS #spatial #mapping #ASTER #Gold #Hydrothermal #HydrothermalAlteration #Lineament #Landsat #ETM #EnhancedThematicMapper #phyllic #Ilesha #schist #belt #geology #mining #Nigeria #naturalresources #mineral #mineralresources #golddeposits #aerogeophysical #remotesensing #geophysical #spatialanalysis #geomorphology #geomorphometry #alteration #propylitic #argillic #mineralogy #XRD #structuralgeology #lithology #PrincipalComponentAnalysis #PCA #prospecting #fracture #joints #faulting #Multispectral #Lineaments #Crystalline

Revealing #palimpest with #multispectral #imaging! These amazing results, showing a #Merovingian overtext and a 5th-century Gospel undertext, were achieved by my colleague Alex Zawacki at Göttingen. I'll be presenting the full results of this and other cool discoveries in May at a German-language conference in Kiel.

#palaeography @medievodons @histodons

Revealing #palimpest with #multispectral #imaging! These amazing results, showing a #Merovingian overtext and a 5th-century Gospel undertext, were achieved by my colleague Alex Zawacki at Göttingen. I'll be presenting the full results of this and other cool discoveries in May at a German-language conference in Kiel.

#palaeography @medievodons @histodons

Revealing #palimpest with #multispectral #imaging! These amazing results, showing a #Merovingian overtext and a 5th-century Gospel undertext, were achieved by my colleague Alex Zawacki at Göttingen. I'll be presenting the full results of this and other cool discoveries in May at a German-language conference in Kiel.

#palaeography @medievodons @histodons

Revealing #palimpest with #multispectral #imaging! These amazing results, showing a #Merovingian overtext and a 5th-century Gospel undertext, were achieved by my colleague Alex Zawacki at Göttingen. I'll be presenting the full results of this and other cool discoveries in May at a German-language conference in Kiel.

#palaeography @medievodons @histodons

Revealing #palimpest with #multispectral #imaging! These amazing results, showing a #Merovingian overtext and a 5th-century Gospel undertext, were achieved by my colleague Alex Zawacki at Göttingen. I'll be presenting the full results of this and other cool discoveries in May at a German-language conference in Kiel.

#palaeography @medievodons @histodons

A false-color #multispectral photo I took of a larkspur with UV and IR light mapped on top of a regular visible-color photo. Inner parts of the flower petals reflect more UV than others and thus show up in blue. Other parts absorb UV but reflect IR, resulting in the red colors seen in the inner part of the flower and stems. Many flowers use this contrast to help pollinators (who often can see UV) to distinguish key parts of the flower.

#photography #uvphotography #infraredphotography

A false-color #multispectral photo I took of a larkspur with UV and IR light mapped on top of a regular visible-color photo. Inner parts of the flower petals reflect more UV than others and thus show up in blue. Other parts absorb UV but reflect IR, resulting in the red colors seen in the inner part of the flower and stems. Many flowers use this contrast to help pollinators (who often can see UV) to distinguish key parts of the flower.

#photography #uvphotography #infraredphotography