Image to 3D has come a long way

16 Jan 2026 - Stephen Parsons

My nephew wants an octopus house in our family Minecraft server, so he’s gonna get one. Specifically, a glowing sucker octopus would be preferred.

Plan A was I figured I’d find a 3D octopus model online, voxelize it, and then build it in Minecraft with the right colors to make it a glowing sucker octopus. Thingiverse has plenty of octopus models that would do the job:

Flexible Octopus by DiabaseEngineer on Thingiverse
Flexible Octopus by DiabaseEngineer on Thingiverse

Some of them are even pre-voxelized, so this was looking like it was going to be pretty easy:

Pixel Octopus by flowalistik on Thingiverse
Pixel Octopus by flowalistik on Thingiverse

Glowing sucker octopuses are new to me (that’s what five-year-old nephews are for, to teach us new things about the world) so I started with an image search for some inspiration. There are many great photos of glowing sucker octopuses online, but one of them immediately jumps out as the coolest one:

Stauroteuthis syrtensis, also known as the glowing sucker octopus or bioluminescent octopus (image source)
Stauroteuthis syrtensis, also known as the glowing sucker octopus or bioluminescent octopus (image source)

This photo is so incredibly cool that I had to throw Plan A out the window. I can’t just have a generic octopus with glowing suckers after seeing this. I need this very specific octopus for my nephew’s house. Look at that pose! Are you kidding me?

I spent last night toying with a few options for getting a 3D voxel design of this octopus and not getting very far. As one example I asked Nano Banana for orthographic views of this octopus so I could trace over them and then map my drawings onto grids:

Nano Banana’s attempt at orthogonal views
Nano Banana’s attempt at orthogonal views

Pretty, but not useful. Not orthographic views, for one thing. Plus they’re inconsistent with each other and have mostly reverted to a generic “octopus” shape rather than this specific pose.

After a few false starts like this, I was ready to break out the pencil and graph paper for a days-long design phase.

This morning as a Hail Mary I figured I’d try the latest Image to 3D models to see what they’d come up with. Having done this a year or so ago for another project, I wasn’t holding my breath.

Using the free credits with a new account on Meshy and their latest Meshy-6 model, this is the first result I obtained:

Meshy-6 Image to 3D output

I’m stunned by the result. The model has successfully filled in parts of the octopus occluded in the single provided image while also staying true to the pose in the reference image - not hallucinating too far into “generic octopus” territory. The texture looks great too, again even in places not pictured in the reference image such as the bottom of the octopus. It’s not perfectly symmetrical, a feature I want in the octopus house, but that is easily addressed below.

Other models I tried were more in line with my expectations. For example, here’s the output of Stability AI’s Stable Fast 3D (SF3D):

SF3D output

It’s honestly quite impressive given a single image input. It’s also fast, as advertised, generated in 1 second. Despite the strange appearance from the metallic material it added, I think I could have used parts of this mesh to bootstrap a Minecraft octopus design. That said, it’s clearly not on par with the Meshy-6 output.

I tried a few other available models with similar results. They tend to get the shape wrong and/or lean heavily on “generic octopus” which undoes the elegance of this particular pose.

Starting with the Meshy-6 output mesh, it was straightforward to generate a plan for the octopus house in Minecraft.

Arjan Westerdiep’s voxelizer made quick work of the voxelization, including allowing me to specify the target size:

Voxelizing the octopus mesh
Voxelizing the octopus mesh

After downloading this voxelized version as an image sequence, I mirrored the better half of each image onto the other, making the model symmetrical, and then compiled it into a PDF rendering each image plane onto a grid with every eighth guideline bolded. Claude Code did this in one shot. I printed it out and now I’m ready to build:

The printed instructions ready for building in Minecraft
The printed instructions ready for building in Minecraft

The family server is a survival server, so we’ll see if/when I finish this. Stay tuned.

As with other ongoing AI progress, I’m both thrilled by this and Having Feelings™ about it. But I can think about that tomorrow. To the mines!