TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data - torchgeo/torchgeo

TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data - microsoft/torchgeo

Summary Adds the Tessera pixel time series foundation model to torchgeo, ported from pixelverse. Changes New model: torchgeo/models/tessera.py Tessera: Combined S1+S2 encoder with 128-dim output...

TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data - microsoft/torchgeo

TorchGeo 0.8.0 Release Notes TorchGeo 0.8 includes 28 new pre-trained model weights and a number of improvements required for better time series support, including a complete rewrite of all GeoData...

TorchGeo 0.7.1 Release Notes This is a bugfix and maintenance release. While there are no new features or API changes, this release includes important bug fixes, documentation improvements, and min...

Index COG metadata once into Parquet, skip cold starts forever. Filter with DuckDB, train with TorchGeo, fetch pixels on demand. 20x faster runs

Microsoft Patch Tuesday security updates for November 2024 addressed 89 vulnerabilities, including two actively exploited zero-day flaws. Microsoft Patch Tuesday security updates for November 2024 fixed 89 vulnerabilities in Windows and Windows Components; Office and Office Components; Azure; .NET and Visual Studio; LightGBM; Exchange Server; SQL Server; TorchGeo; Hyper-V; and Windows VMSwitch. Four of these vulnerabilities are rated Critical, 84 are rated Important, and one is rated Moderate in severity. Microsoft has addressed a total of 949 vulnerabilities this year. “Microsoft lists three of these CVEs as publicly known, but I disagree and put the count at five (more on that later).” reads the post published by the Zero Day Initiative. “They also list two as being exploited in the wild at the time of release. Let’s take a closer look at some of the more interesting updates for this month, starting with the vulnerabilities currently under active attack:” Two of the vulnerabilities, tracked as CVE-2024-43451 and CVE-2024-49039 , are listed as being exploited in the wild at the time of release. Below are the descriptions for these two vulnerabilities: CVE-2024-43451 : An NTLM Hash Disclosure Spoofing vulnerability in MSHTML allows attackers to extract a user’s NTLMv2 hash via Internet Explorer components in WebBrowser control. Although user interaction is needed, attackers can still exploit this to impersonate the victim. Immediate patching is recommended. CVE-2024-49039 : A Windows Task Scheduler privilege escalation flaw allows AppContainer escape, enabling low-privileged users to run code at Medium integrity. Discovered by multiple researchers, it is actively exploited, especially across different regions, highlighting its potential impact. The most severe vulnerability addressed by the IT giant is an Azure CycleCloud Remote Code Execution issue tracked as CVE-2024-43602 (CVSS score of 9.9). An attacker with basic user permissions can exploit Azure CycleCloud by sending crafted requests to gain root access, allowing command execution across clusters and potential administrator credential compromise. Microsoft also addressed a .NET and Visual Studio Remote Code Execution issue tracked as CVE-2024-43498 (CVSS score 9.8). CVE-2024-43498 allows remote code execution via crafted requests to .NET web apps or files loaded by desktop apps. The full list of vulnerabilities Microsoft addresses with Patch Tuesday security updates for November 2024 is available here . Follow me on Twitter:  @securityaffairs  and  Facebook  and  Mastodon Pierluigi Paganini ( SecurityAffairs  –   hacking, Patch Tuesday )

Every geospatial foundation model team solves the hard problem — training on petabytes of imagery. Nobody solves the easy one: letting other people use the output.

TorchGeo Remote Code Execution Vulnerability

Check out microsoft/torchgeo on GitHub

Late to the party, but it’s always recommended to do 1 pretrained model == 1 repo. It allows to have a download counter per model (allowing you to know which models are getting more traction), better discoverability for users on the Hub, dedicated community tabs per variant, etc. (related: Add TorchGeo to libraries by isaaccorley · Pull Request #1464 · huggingface/huggingface.js · GitHub)

Summary Adds the Tessera pixel time series foundation model to torchgeo, ported from pixelverse. Changes New model: torchgeo/models/tessera.py Tessera: Combined S1+S2 encoder with 128-dim output...