added logo and satellite image examples

Author: haesleinhuepf

.gitignore

@@ -160,3 +160,5 @@ examples/butterflies/images/
 examples/fruit-vegetables/
 
 examples/covid19-xray/covid-19-image-repository/
+examples/logos/logos/
+examples/satellite_images/images/

README.md

@@ -107,7 +107,11 @@ If your CSV file contains additional numeric columns, you can use them for colou
 
 This example was generated using the [CHAMMI-75](https://morgridge.org/research/labs/caicedo/chammi-75/) microscopy images dataset, which is licensed [CC-BY 4.0](https://creativecommons.org/licenses/by/4.0/deed.en). See how to [download this dataset programmatically](examples/chammi-75/download1000.ipynb) and [generate vest-compatible embeddings / data files](examples/chammi-75/vision_embeddings_umap.ipynb). Read the [full example](https://github.com/ScaDS/vest/tree/main/examples/chammi-75).
 
-### Satellite Images of wind turbines (and without)
+### Satellite Images
+
+![](https://github.com/ScaDS/vest/blob/main/docs/images/vest-sat_images.gif?raw=true)
+
+Here we see VEST through [396 Satellite images](ttps://doi.org/10.5281/zenodo.19635483). It contains satellite images from the US National Agricultural Imagery Program (NAIP). The embedding was generated using [openai/clip-vit-base-patch32](https://huggingface.co/openai/clip-vit-base-patch32) and reduced to 3 dimensions using a [UMAP](https://pypi.org/project/umap-learn/). Read the [full example](https://github.com/ScaDS/vest/tree/main/examples/satellite_images). [Download the video](https://github.com/ScaDS/vest/raw/refs/heads/main/docs/images/vest-sat_images.mp4)
 
 ![](https://github.com/ScaDS/vest/blob/main/docs/images/vest-wind-turbines.gif?raw=true)
 
@@ -125,6 +129,13 @@ This visualization uses a subsample of the [MNist dataset](https://huggingface.c
 
 In this example, we view X-Ray images of patients with COVID-19. We are using the covid-19-image-repository published under [CC-BY 3.0 unported](https://creativecommons.org/licenses/by/3.0/) license by Hinrich B. Winther, Hans Laser, Svetlana Gerbel, Sabine K. Maschke, Jan B. Hinrichs, Jens Vogel-Claussen, Frank K. Wacker, Marius M. Höper, Bernhard C. Meyer  (2020, [DOI: 10.6084/m9.figshare.12275009](https://doi.org/10.6084/m9.figshare.12275009)), downloaded from [https://github.com/ml-workgroup/covid-19-image-repository](https://github.com/ml-workgroup/covid-19-image-repository). The embedding was generated using [openai/clip-vit-base-patch32](https://huggingface.co/openai/clip-vit-base-patch32) and reduced to 3 dimensions using a [UMAP](https://pypi.org/project/umap-learn/). Read the [full example](https://github.com/ScaDS/vest/tree/main/examples/covid19-xray).
 
+### Logos
+
+![alt text](https://github.com/ScaDS/vest/blob/main/docs/images/vest-logos.png)
+
+This screenshot show a VEST through [199 AI-generated logos](https://doi.org/10.5281/zenodo.19633744) of hypothetical company names.
+The embedding was generated using [openai/clip-vit-base-patch32](https://huggingface.co/openai/clip-vit-base-patch32) and reduced to 3 dimensions using a [UMAP](https://pypi.org/project/umap-learn/). Read the [full example](https://github.com/ScaDS/vest/tree/main/examples/covid19-xray).
+
 ## Troubleshooting
 
 ### Images not loading

docs/images/vest-logos.png

@@ -0,0 +1,199 @@
+CodeLoom
+DevNexus
+BitSprint
+AppVanta
+StackForge
+PixelRoot
+NexaSoft
+EchoStream
+LogicPulse
+CodeRidge
+DevCrest
+ByteWave
+ProtoTech
+SoftNest
+NovaScript
+CodeVista
+InnoByte
+AppFlick
+SyncLogic
+DevSpan
+DataSage
+StatixLab
+Insightica
+Quantara
+MetricNest
+DataMeld
+AnalytIQ
+Corelytics
+Trendara
+Nexalyze
+BrightData
+Datalyst
+InfoVista
+ModelCraft
+HexaData
+Predictix
+DataNest
+Vizanta
+StatVibe
+OptiDatum
+NeuroFlux
+SynthMind
+Cognify
+Intellix
+AxiomAI
+AetherAI
+DeepLoom
+MindCraft
+QuantumAI
+VirtuAI
+Synaptiq
+CogniCore
+InnovaAI
+Neuronix
+Smartify
+OptimaAI
+PureAI
+EchoAI
+AImpress
+TechVise
+InnoConsult
+NexaAdvisors
+StratIT
+PulseTech
+CoreMentor
+VisionIT
+PrimeConsult
+ElevateIT
+ITriage
+BrightPath
+NexisTech
+EdgeAdvise
+ClarityIT
+SmartRoute
+IntelliPath
+FuseAdvisors
+AlignIT
+Synergix
+InsightOps
+ForgeLine
+MetroFab
+IronCraft
+PrimeForge
+CoreMakers
+FlexForm
+SteelNest
+QuantaFab
+Craftora
+PulseWorks
+MaxiForge
+BoltMakers
+InnoFab
+VertoWorks
+NovaForge
+FormiTech
+Metallex
+CraftaCore
+BuildLogic
+ForgeNest
+ChemVanta
+Purelytic
+Synthro
+Reactivex
+Molecula
+Catalyze
+ChemiCore
+BioFuse
+Elementrix
+ChemNest
+Reactron
+Synthara
+Vapora
+XyloChem
+NexCompound
+PureSynth
+Molexus
+ChemPulse
+Catalystix
+Solvex
+SwiftRide
+RouteWave
+BusLinx
+TransitEdge
+GoVoyage
+DriveNest
+UrbanGlide
+MetroCruise
+FleetWay
+RideVista
+LineRunner
+QuickStop
+BusPath
+TripMotion
+RouteFlex
+CityTransit
+VoyageLine
+JetBus
+SwiftLine
+ExpressLoop
+OceanVibe
+BlueSail
+WaveQuest
+SeaVista
+CruiseNest
+SailVista
+TideVoyage
+AquaJourney
+MarinaWave
+HarborQuest
+BlueHarbor
+SeaNova
+VoyageCraft
+OceanTrail
+SailCrest
+WaveHaven
+CoralCruise
+OceanGlow
+MaritimeJoy
+HarborLuxe
+LogiCore
+FleetBridge
+CargoNexus
+RouteMatrix
+ShipSwift
+TransitPro
+MoveLogic
+FlowPath
+QuickHaul
+PortaLink
+NexCargo
+TrackPoint
+HaulWave
+LoadNest
+SwiftFreight
+RouteForge
+CargoCraft
+MoveNest
+FleetNest
+TransitNest
+Postova
+MailNest
+Parcelix
+SwiftPost
+MailVibe
+PostFlow
+ParcelNest
+Expressa
+Courierix
+MailMorph
+PostLine
+ParcelWave
+MailForge
+Sendora
+QuickParcel
+PostQuest
+ZipPost
+MailTrail
+ParcelSwift
+CourierNest