# Tessera at CVPR 2026, and the front page of the European Space Agency!

*2026-06-07 — note*


It's continued to be a wild week for [TESSERA](https://anil.recoil.org/projects/tessera) in the news.
[Jovana Knezevic](https://www.linkedin.com/in/jovana-knezevic/)
is at [CVPR2026](https://cvpr.thecvf.com/) in Denver presenting our foundation [model paper](https://anil.recoil.org/papers/2025-tessera) right [now](https://www.linkedin.com/feed/update/urn:li:activity:7469428267544985602/)
(poster \#578 from 11:45am to 1:45pm).

We also ended up on the front page of the [European Space Agency](https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Tessera_AI_model_offers_accessible_way_to_view_Earth) in the same week. Teenage me wouldn't have believed this possible!\!

## CVPR 2026 in Denver

Jovana is over in Denver this week presenting [our work](https://geotessera.org/blog/2026-06-04-cvpr-earth-intelligence)
at CVPR.  It's an interesting room for us to be in as TESSERA is a bit distinct
from the other models by being a pixel-wise, temporal model that compresses years of Sentinel‑1 radar and Sentinel‑2
optical data into [10m embeddings](https://anil.recoil.org/notes/tessera-embeddings-convention). This is distinct from other
models that train on bigger spatial patches, and is (we think) a simpler and more focussed way of extracting high quality embeddings from noisy earth observation data.

If you're at CVPR, please go and say hi to Jovana\!

<figure class="image-center"><img src="/images/jovana-cvpr.webp" alt="Jovana Knezevic presents Tessera poster at CVPR26" title="Jovana Knezevic presents Tessera poster at CVPR26" loading="lazy" srcset="/images/jovana-cvpr.768.webp 768w, /images/jovana-cvpr.640.webp 640w, /images/jovana-cvpr.480.webp 480w, /images/jovana-cvpr.320.webp 320w, /images/jovana-cvpr.1440.webp 1440w, /images/jovana-cvpr.1280.webp 1280w, /images/jovana-cvpr.1024.webp 1024w"><figcaption>Jovana Knezevic presents Tessera poster at CVPR26</figcaption></figure>

## The hedgehog story keeps trotting on

Meanwhile back in the UK, the [BBC hedgehog piece](https://anil.recoil.org/notes/hedgehog-tessera-week)
made it onto the national breakfast news, which resulted in a barrage of text
messages asking me why I was suddenly obsessed with hedgehogs and if I am ok.

<div class="video-center"><iframe title="BBC national news running the hedgehog TESSERA piece" width="100%" height="315px" src="https://crank.recoil.org/videos/embed/a75a5401-654e-4acf-87ec-b5285559a9a2" frameborder="0" allowfullscreen sandbox="allow-same-origin allow-scripts allow-popups allow-forms"></iframe></div>

I am pleased to report that I am perfectly ok except for now going on 5am runs
looking for hedgehog habitats around Cambrideshire, but I think this is a perfectly
reasonable thing to do.

The [TVEyes monitoring service](https://tveyes.com) that the
[University comms office](https://www.communications.cam.ac.uk/) uses keeps
pinging with regional rebroadcasts. I am very much struck by how much
mileage the "biodiversity angle" gets compared to the climate-change framing that's more doom-and-gloom...

## ESA puts us on the Copernicus front page

I was absolutely gobsmacked to see the [European Space Agency had written up TESSERA](https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Tessera_AI_model_offers_accessible_way_to_view_Earth) on their homepage:

> "Foundation models are the new frontier of AI applied to remote-sensing data."
> <cite>\-- [Nuno Miranda, ESA's Sentinel-1 Mission Manager](https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Tessera_AI_model_offers_accessible_way_to_view_Earth), 2026</cite>

The ESA piece (along with the [phys.org](https://phys.org/news/2026-06-tessera-ai-accessible-view-earth.html) and [Cambridge coverage](https://www.cst.cam.ac.uk/research/eeg/cambridge-ai-tool-promises-new-era-earth-intelligence-space))
spends a lot of time on accessibility aspects, which is the bit I care about most.
A researcher with a laptop can pull TESSERA embeddings for an arbitrary 10m
patch of Earth without needing a GPU cluster (or indeed any registration at all), which
opens up real Earth observation work to a much wider set of ecology and conservation groups
who'd otherwise be priced out.

For the hero picture accompanying the ESA piece, I grabbed a screenshot of ESA's
own Paris HQ from the [TZE Explorer](https://tze.geotessera.org). You can do this yourself
using either [TZE](https://tze.geotessera.org) or [TEE](https://tee.cl.cam.ac.uk) or even lash up a script yourself using [geotessera](https://pypi.org/project/geotessera/).

<a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Tessera_AI_model_offers_accessible_way_to_view_Earth"> <figure class="image-center"><img src="/images/tessera-paris-fc.webp" alt="ESA: Tessera AI model way to view Earth" title="ESA: Tessera AI model way to view Earth" loading="lazy" srcset="/images/tessera-paris-fc.768.webp 768w, /images/tessera-paris-fc.640.webp 640w, /images/tessera-paris-fc.480.webp 480w, /images/tessera-paris-fc.320.webp 320w, /images/tessera-paris-fc.1920.webp 1920w, /images/tessera-paris-fc.1600.webp 1600w, /images/tessera-paris-fc.1440.webp 1440w, /images/tessera-paris-fc.1280.webp 1280w, /images/tessera-paris-fc.1024.webp 1024w"><figcaption>ESA: Tessera AI model way to view Earth</figcaption></figure> </a>

A day later, [Orbital Today](https://orbitaltoday.com/2026/06/05/meet-tessera-the-ai-turning-satellite-images-into-earths-fingerprints/)
ran a piece with a good summary as well and also latched onto the 'fingerprint'
term that[Sadiq Jaffer](https://toao.com) came up with for his [Pint of Science](https://anil.recoil.org/notes/2026w21)" talk.
Coining a good phrase really does pay off; it's all 'fingerprints' and 'digihogs' now\!
Synopsis: TESSERA gets its CVPR debut in Denver, the BBC hedgehog story trots on into national news, and the European Space Agency puts our model on their homepage!
Words: 507

Discussion:
- Bluesky: <https://bsky.app/profile/anil.recoil.org/post/3mnhvqcsgss2w>
- Twitter: <https://x.com/geotessera/status/2062559649375596694>

## Related

- [BBC UK: Saving Hedgehogs from Space](https://anil.recoil.org/videos/a75a5401-654e-4acf-87ec-b5285559a9a2) (video, 2026-06-07)
- [.plan-26-21: Pint of Science, OxCaml dissertations, and TESSERA 1.1 stirring](https://anil.recoil.org/notes/2026w21) (note, 2026-05-24)
- [What happens when a hedgehog story prickles its way into the BBC](https://anil.recoil.org/notes/hedgehog-tessera-week) (note, 2026-05-22)
- [TESSERA now supports the Zarr geo-embeddings convention proposal](https://anil.recoil.org/notes/tessera-embeddings-convention) (note, 2026-03-27)
- [TESSERA: Temporal Embeddings of Surface Spectra for Earth Representation and Analysis](https://anil.recoil.org/papers/2025-tessera) (paper, 2025-11-01)
- [TESSERA, a pixelwise geospatial foundation model](https://anil.recoil.org/projects/tessera) (project, 2025-01-01)

---
Canonical: https://anil.recoil.org/notes/cvpr-tessera-esa
Type: note
Tags: tessera, biodiversity, communications, spatial, ai
