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Calculating pothole volume from a 2D image is challenging but possible: > Assign each pothole an ID to avoid duplication. > Use basic trigonometry to convert pixels to real-world meters. > Apply a novel algorithm to estimate depth using road engineering data.

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Marco Franzon

16,384 subscribers

143,993 görüntüleme • 1 yıl önce •via X (Twitter)

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1. Reference Video -> Convert to Depth Map 2. Depth Map -> Seedance 2.0 (Reference Video) 3. Add Reference Image 4. Set Duration / Resolution / Aspect 5. Pass Audio from Reference Video -> Final 6. Hit Run
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1. Reference Video -> Convert to Depth Map 2. Depth Map -> Seedance 2.0 (Reference Video) 3. Add Reference Image 4. Set Duration / Resolution / Aspect 5. Pass Audio from Reference Video -> Final 6. Hit Run

Purz.ai

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In Jaipur, people now drive carefully ,not to save fuel, but to avoid disappearing into a pothole. 😂
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In Jaipur, people now drive carefully ,not to save fuel, but to avoid disappearing into a pothole. 😂

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Pothole detection on the road in real time using Ultralytics YOLO26! 🕳️ Manual road inspections are slow, costly, and hard to scale. With object detection, potholes can be identified directly from street-level images or video feeds, enabling faster and more consistent road condition monitoring. How I built this demo: ✅ Trained a segmentation model on a custom dataset. ✅ Generated mask contours for each pothole. ✅ Leveraged the onnx-exported model for faster processing. #Pothole #RoadDamage #AI
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Pothole detection on the road in real time using Ultralytics YOLO26! 🕳️ Manual road inspections are slow, costly, and hard to scale. With object detection, potholes can be identified directly from street-level images or video feeds, enabling faster and more consistent road condition monitoring. How I built this demo: ✅ Trained a segmentation model on a custom dataset. ✅ Generated mask contours for each pothole. ✅ Leveraged the onnx-exported model for faster processing. #Pothole #RoadDamage #AI

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> use ai in google slides > generate a slide > it's an image of a slide
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> use ai in google slides > generate a slide > it's an image of a slide

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your next marketing team is ONE CONVERSATION. Higgsfield MCP plugged into Claude Opus 4.8 just took me from zero to a launch-ready ads creative batch in an afternoon. > market research > image gen > animation > transitions REAL ESTATE MARKETING JUST CHANGED FOREVER

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Revisiting this game a few months later: (i) It's pretty impressive that general-purpose image generators can estimate meaningful depth from a single photo. (ii) Monocular depth remains pretty awful for 3D reconstruction! Here Gemini > GPT > Qwen. (At least I hope so!…🫣)
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Revisiting this game a few months later: (i) It's pretty impressive that general-purpose image generators can estimate meaningful depth from a single photo. (ii) Monocular depth remains pretty awful for 3D reconstruction! Here Gemini > GPT > Qwen. (At least I hope so!…🫣)

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The marching squares/cubes is the standard algorithm to extract iso-curves/surfaces from a discretized image/volume.
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The marching squares/cubes is the standard algorithm to extract iso-curves/surfaces from a discretized image/volume.

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Pothole or Death Trap? A 32 year old EPF employee is dead after a road accident near Hebbagodi. Locals allege the bike lost control while trying to avoid a pothole, before a goods vehicle ran over her. According to police, Medha was travelling as a pillion rider with her friend Ajay Guru when the bike lost control and she fell onto the road. A goods vehicle coming from behind then ran over her, killing her on the spot. Locals allege the accident occurred while trying to avoid a pothole and blame the poor road conditions in the area. Residents staged a protest following the incident, demanding immediate repairs to the roads. Hebbagodi police visited the spot and conducted an investigation. A case has been registered at the Electronic City Traffic Police Station, and further investigation is underway. #Bengaluru #Karnataka
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Pothole or Death Trap? A 32 year old EPF employee is dead after a road accident near Hebbagodi. Locals allege the bike lost control while trying to avoid a pothole, before a goods vehicle ran over her. According to police, Medha was travelling as a pillion rider with her friend Ajay Guru when the bike lost control and she fell onto the road. A goods vehicle coming from behind then ran over her, killing her on the spot. Locals allege the accident occurred while trying to avoid a pothole and blame the poor road conditions in the area. Residents staged a protest following the incident, demanding immediate repairs to the roads. Hebbagodi police visited the spot and conducted an investigation. A case has been registered at the Electronic City Traffic Police Station, and further investigation is underway. #Bengaluru #Karnataka

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Google just revealed an ABSOLUTE depth estimation model 🤯 As opposed to recent depth models (Marigold, PatchFusion) which aim for maximum details, DMD aims to estimate the ABSOLUTE depth (in meters) within the image More details below ⬇️⬇️
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Google just revealed an ABSOLUTE depth estimation model 🤯 As opposed to recent depth models (Marigold, PatchFusion) which aim for maximum details, DMD aims to estimate the ABSOLUTE depth (in meters) within the image More details below ⬇️⬇️

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trying to kill each other >>>> romance
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trying to kill each other >>>> romance

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People that actually think outside the box >>>>>> This is a breath of fresh air from the usual they want to use and finish us. The fact that it looks appetizing....I rate it a 💯 abeg Would you be willing to try this out?
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People that actually think outside the box >>>>>> This is a breath of fresh air from the usual they want to use and finish us. The fact that it looks appetizing....I rate it a 💯 abeg Would you be willing to try this out?

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People that know how to use make up to enhance their features >>>>>👌🏾
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People that know how to use make up to enhance their features >>>>>👌🏾

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Never miss an iOS alarm again -> Go to shortcuts -> Automations -> When Alarm goes off -> Set volume to 100% Thank you Chad King for teaching me this one

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>be me >be Claude >have read the internet but one day human asks me to draw >no training, no practice, just converting mental image to mouse movements like a toddler holding a crayon >pencil tool not working? np, I'll draw with the eraser >task failed successfully
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>be me >be Claude >have read the internet but one day human asks me to draw >no training, no practice, just converting mental image to mouse movements like a toddler holding a crayon >pencil tool not working? np, I'll draw with the eraser >task failed successfully

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using ur money to fund my life >>>
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using ur money to fund my life >>>

GIN 11/17 ⋆˙⟡🧁𐙚

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