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Map Features in OpenStreetMap with Computer Vision

306 点作者 Brysonbw大约 2 个月前

11 条评论

stereo大约 2 个月前
Hi from the OpenStreetMap Foundation. Please don&#x27;t add AI-detected features directly to the database.<p>The algorithms have problems with false positives, and with mapping straight or rectangular objects as wobbly, as shown in the second-to-last screenshot.<p>As a helper to detect missing features, this is a precious tool. But we still need human intervention to make sure the detected objects are drawn correctly.<p>See also: <a href="https:&#x2F;&#x2F;wiki.openstreetmap.org&#x2F;wiki&#x2F;Import&#x2F;Guidelines" rel="nofollow">https:&#x2F;&#x2F;wiki.openstreetmap.org&#x2F;wiki&#x2F;Import&#x2F;Guidelines</a> and <a href="https:&#x2F;&#x2F;wiki.openstreetmap.org&#x2F;wiki&#x2F;Automated_Edits_code_of_conduct" rel="nofollow">https:&#x2F;&#x2F;wiki.openstreetmap.org&#x2F;wiki&#x2F;Automated_Edits_code_of_...</a>
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throwaway346434大约 2 个月前
Oh, great re swimming pools - solar detection is another one on my list to have a go at.<p>I feel like a lot of the pushback here is an idea that OSM can grow from hand mapping; but as someone with 60k changesets over a decade... no amount of human volunteer enthusiasm is to the point that it can &quot;solve&quot; mapping at a global scale to the standards that make the map data overwhelmingly useful.<p>I feel we need a scalable framework for importing and maintaining data: ways to annotate the quality, sources, where to report bugs in the data source, and guidance to consumers. Ie if I want to query &quot;businesses of type X&quot; &quot;mapped by humans within the last year&quot;, I can sort of do that with &quot;check date&quot;.<p>But who knows how many of those attributes are accurate, or if the mapper who checked only checked one aspect (name&#x2F;location)? Would it be better to ingest alltheplaces opening hours to maintain this data automatically, every month?<p>Would it be better as a data consumer if I could filter to only certain sources I trust? Or I could use data - even if the polygons aren&#x27;t perfect or similar, even with known limitations like &quot;poi inferred by AI&quot;.
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orbital-decay大约 2 个月前
Experiencing automated mapping first-hand makes me extremely wary of it. I&#x27;ve travelled across South America on a motorcycle, and OSM has a large amount of edits there that look automated (particularly in Brazil), making it barely usable in certain places. I&#x27;m not even talking about rural roads but also fairly large cities.
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ks2048大约 2 个月前
I did some work in this field, although years ago. There is a huge amount of existing models, datasets, tools, etc.<p><a href="https:&#x2F;&#x2F;github.com&#x2F;satellite-image-deep-learning" rel="nofollow">https:&#x2F;&#x2F;github.com&#x2F;satellite-image-deep-learning</a>
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qwertox大约 2 个月前
Google would not allow this, but Mapbox seems to be OK with this, if it is used for non-commercial purposes or OSM, and only if their satellite data is used (not their vector data):<p><pre><code> 1.6. No Tracing, Deriving, or Extracting. Customer shall not trace or otherwise derive or extract content, data and&#x2F;or information from the Service Offerings except that Customer may use Studio or third-party software to trace Mapbox Maps solely comprised of satellite imagery to produce derivative vector datasets (i) for non-commercial purposes or (ii) for OpenStreetMap. </code></pre> Kind of nice from them.
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pierotofy大约 2 个月前
Worked on something similar a few months ago (albeit for smaller scale geographic data): <a href="https:&#x2F;&#x2F;github.com&#x2F;uav4geo&#x2F;GeoDeep" rel="nofollow">https:&#x2F;&#x2F;github.com&#x2F;uav4geo&#x2F;GeoDeep</a>
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ySteeK大约 2 个月前
Wait, we are not mapping things we see in sattelite images, we are mapping things that have ground truth.<p>Please do not contribute anything ai-fantasized
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gpvos大约 2 个月前
Can Mozilla please focus on making a good browser?
anakaine大约 2 个月前
Id love to see a bit more detail on fine tuning SAM&#x2F;2 to do things like detect pools or solar arrays. Both these are fantastic things to have mapped for community resilience projects, but I&#x27;ve not been able to follow along with SAM2 fine tuning at all.<p>I&#x27;ve got a Yolov8 model which does quite a good job of finding and segmenting out solar, but the edges are absolutely horrible and require an insane amount t of work to clean up. I&#x27;ve seen results from SAM2 that has been trained, and the results look massively better.<p>Wouldn&#x27;t put these in OSM due to stereo6 comment about accuracy, but I could sure use them elsewhere.
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daavoo大约 2 个月前
Hello everyone, thanks for all the valuable feedback.<p>I have published a new release where any code to directly upload to OSM has been replaced with an export to OsmChange format.<p>I hope this is a step in the right direction, I will continue the discussion on the dedicated thread in the OSM forum.
ecommerceguy大约 2 个月前
We used to call this heads up digitizing.
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