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Interactive well pad identification in the Permian Basin using Meta's Segment Anything Model 3. Draw a box around one well pad using Mapbox imagery; SAM3 finds similar objects in the view. So many use-cases for AI in oil & gas, and I'm not just talking about ChatGPT.

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Kyle Walker

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12,147 görüntüleme • 4 ay önce •via X (Twitter)

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🚀 SamGeo v0.14.0 is here! This release brings interactive segmentation for remote sensing imagery powered by Meta’s SAM3. 🟦 Draw a bounding box to automatically detect all similar objects across the image. 📝 Or just type a text prompt to segment objects instantly. No complex setup. No manual labeling. Just intuitive, AI-driven geospatial analysis. 🔗 GitHub: 🧪 Notebook: #SAM3 #GeoAI #Geospatial #OpenSource #Python #DataScience
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🚀 SamGeo v0.14.0 is here! This release brings interactive segmentation for remote sensing imagery powered by Meta’s SAM3. 🟦 Draw a bounding box to automatically detect all similar objects across the image. 📝 Or just type a text prompt to segment objects instantly. No complex setup. No manual labeling. Just intuitive, AI-driven geospatial analysis. 🔗 GitHub: 🧪 Notebook: #SAM3 #GeoAI #Geospatial #OpenSource #Python #DataScience

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1.7 million Texas oil & gas wells. Zoom to the Permian, view over satellite imagery, query production, and view a decline curve. All in seconds.
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1.7 million Texas oil & gas wells. Zoom to the Permian, view over satellite imagery, query production, and view a decline curve. All in seconds.

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I'm testing the new Segment Anything Model on satellite imagery. It works so well! Within 30 seconds I can get the footprints of all the objects of interest in a scene. Colab notebook below Earth Genome
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I'm testing the new Segment Anything Model on satellite imagery. It works so well! Within 30 seconds I can get the footprints of all the objects of interest in a scene. Colab notebook below Earth Genome

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Distributed energy is harder to map than centralized infrastructure, but cutting-edge AI tools can help. Shown: identifying rooftop solar panels in a suburban neighborhood with Mapbox imagery, Meta's SAM3. Useful for utilities, grid planners, and solar prospecting.

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The Permian Basin, one of the largest oil producing regions in the world and the largest in the U.S., producing well over 6 million barrels of oil per day, accounts for nearly half of total U.S. output. We need to secure our oil fields from the cartel, invest in pipeline, and lift unecessary regulation. War with Venezuela should not be for a pursuit of oil.
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The Permian Basin, one of the largest oil producing regions in the world and the largest in the U.S., producing well over 6 million barrels of oil per day, accounts for nearly half of total U.S. output. We need to secure our oil fields from the cartel, invest in pipeline, and lift unecessary regulation. War with Venezuela should not be for a pursuit of oil.

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The new SAM3 model from Meta is blowing my mind Shown here: detecting putting greens, pools, and cars in Scottsdale from simple text prompts via Mapbox imagery R, Shiny, mapgl for the UI; Python backend via Qiusheng Wu's segment-geospatial package (thanks Qiusheng!)
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The new SAM3 model from Meta is blowing my mind Shown here: detecting putting greens, pools, and cars in Scottsdale from simple text prompts via Mapbox imagery R, Shiny, mapgl for the UI; Python backend via Qiusheng Wu's segment-geospatial package (thanks Qiusheng!)

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SAM 2 from Meta FAIR is the first unified model for real-time, promptable object segmentation in images & videos. Using the model in our web-based demo you can segment, track and apply effects to objects in video in just a few clicks. Try SAM 2 ➡️
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SAM 2 from Meta FAIR is the first unified model for real-time, promptable object segmentation in images & videos. Using the model in our web-based demo you can segment, track and apply effects to objects in video in just a few clicks. Try SAM 2 ➡️

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🚨Cartel Oil Theft in the Permian Basin Case Chambers, an Oil and Gas expert who's been in the industry for years, details the blatant theft of oil in the Permian Basin by cartels as "they're pulling in with tankers in the middle of the night; they're just pulling straight up to the tanks loading." Dallas executives at the petroleum club are well aware of the theft and write it off as it's considered a byproduct of the industry, "but most of the bigger oil companies will tell their guys in the field: don't confront these guys if you run across them. We don't know who they are." Oil is the number one source of energy production in the United States, and over half of it is produced in the Permian Basin. To watch this full podcast, go to the link below, or catch the audio on any podcast platform at the "Sam Shoemate Podcast."
2:46

🚨Cartel Oil Theft in the Permian Basin Case Chambers, an Oil and Gas expert who's been in the industry for years, details the blatant theft of oil in the Permian Basin by cartels as "they're pulling in with tankers in the middle of the night; they're just pulling straight up to the tanks loading." Dallas executives at the petroleum club are well aware of the theft and write it off as it's considered a byproduct of the industry, "but most of the bigger oil companies will tell their guys in the field: don't confront these guys if you run across them. We don't know who they are." Oil is the number one source of energy production in the United States, and over half of it is produced in the Permian Basin. To watch this full podcast, go to the link below, or catch the audio on any podcast platform at the "Sam Shoemate Podcast."

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1,890 swimming pools found across a 5 square mile suburban neighborhood with zero-shot image segmentation. Lower the confidence threshold to find even more! Use the interactive explorer in the {geosam} R package to try out Meta's SAM3 for satellite imagery analysis yourselves.
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1,890 swimming pools found across a 5 square mile suburban neighborhood with zero-shot image segmentation. Lower the confidence threshold to find even more! Use the interactive explorer in the {geosam} R package to try out Meta's SAM3 for satellite imagery analysis yourselves.

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My simple, commonsense principle: As long as we are USING oil and gas in California, let’s use CALIFORNIA oil and gas instead of importing it from halfway around the world.
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My simple, commonsense principle: As long as we are USING oil and gas in California, let’s use CALIFORNIA oil and gas instead of importing it from halfway around the world.

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Nearly 1500 swimming pools found across a 10 square kilometer suburban area, all from a single text prompt. Meta's SAM3 and Mapbox imagery combine for incredible zero-shot geospatial intelligence.
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Nearly 1500 swimming pools found across a 10 square kilometer suburban area, all from a single text prompt. Meta's SAM3 and Mapbox imagery combine for incredible zero-shot geospatial intelligence.

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Nearly 800 swimming pools identified from Mapbox satellite imagery with Meta's SAM3 in a section of Beverly Hills. In the soon-to-be-released {geosam} R package: review results by confidence level, filter, then export. This is shaping into a tool for serious applied work.

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The energy industry defines Texas—it’s who we are. I grew up around oil and gas and have been a leading defender of the industry in the Senate. The entrepreneurial spirit in the Permian Basin is unmatched anywhere in the world, and I love spending time in West Texas.
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The energy industry defines Texas—it’s who we are. I grew up around oil and gas and have been a leading defender of the industry in the Senate. The entrepreneurial spirit in the Permian Basin is unmatched anywhere in the world, and I love spending time in West Texas.

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