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Open-weight model · Image to image

mini-unet-colorizer

by Joe Bloggs User-2468/mini-unet-colorizer

mini-unet-colorizer is an open-weight model for image to image from Joe Bloggs, released under Apache License 2.0. It has 4M parameters. At 16-bit it needs about 0 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index. It draws 221 downloads a month.

Status: evaluated app-testing candidate. Some broad color patches and incorrect object hues remain. Predicted colors are not evidence of original historical colors. This checkpoint has 3,968,892 learned parameters and 236 fixed color bins.

Parameters4M
Context—
Weights2.3 GB
Licenseapache-2.0
AccessOpen weights
Monthly Downloads221

Runs On

What it takes to serve mini-unet-colorizer (4M parameters): the memory its weights need at each precision, and the cheapest way to rent enough data-center GPUs to hold them.

PrecisionWeightsMemory neededCheapest setupPer hourAlso fits
16-bit 0.0 GB 0.0 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
8-bit 0.0 GB 0.0 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
4-bit 0.0 GB 0.0 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00

Memory is the weights at that precision plus 20% for the runtime and a short context; a long context needs more. Prices are the lowest on-demand hourly rates in the SAVRN Index, read Oct 7, 2026.

mini-unet-colorizer on every accelerator the SAVRN Index prices, at every precision

Model Card

By Joe Bloggs, published under apache-2.0, revision 8c54d9496599.

Mini U-Net Colorizer — broader-data trained candidate

Status: evaluated app-testing candidate. Some broad color patches and incorrect object hues remain. Predicted colors are not evidence of original historical colors.

This checkpoint has 3,968,892 learned parameters and 236 fixed color bins. It starts from the audited bin-mapping repair of main commit 6c47ea40724d8fcd67d4f36ce837dc1cb5b1b2a8 and changes all 65 learned parameter tensors. The color vocabulary is unchanged. The selected weights are update 748 of a completed 1,122-update BF16 L4 run using a 17,325-photo mixed training pool (11,943 Imagenette plus 5,382 COCO), batch 32, initial learning rate 1e-5, weighted classification loss and frozen BatchNorm running statistics.

Selection compared Imagenette50 and reserved COCO200 validation images. The selected model retained color strength better than spatial-loss candidates. It was then scored on separate Imagenette200 and COCO-val100 checks.

Test sample Previous repaired error This release error Fine excess-edge reduction
Imagenette 200 13.318 12.847 85.8%
COCO-val 100 15.266 14.532 84.3%

Read the full model card (377 words)

Identity and Version

Repository
User-2468/mini-unet-colorizer
Publisher
Joe Bloggs
Task
Image to image
Modality
Image
Library
Not stated by the source
Parameters
4M parameters
Languages
Not stated by the source
Revision
8c54d9496599139cf22da2061eb80a8f9bcf8048
First published
2026-08-24
Last updated
2026-09-28

Files and Weights

759 files, 2.4 GB in total. The weights are 106 files totalling 2.3 GB in npz, onnx, pt, safetensors.

Weights106 files · 2.3 GB
Configuration458 files · 13.7 MB
Documentation85 files · 207.9 KB
Other109 files · 58.9 MB
Repository1 file · 9.9 KB
Every file
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License and Download

License
apache-2.0
Access
Open weights, no gate
Download size
2.3 GB
Download from Joe Bloggs

Released by Joe Bloggs through its official repository on Hugging Face. Read the license.

Built From

  • Trained on (disclosed) detection-datasets/coco
  • Trained on (disclosed) johnowhitaker/imagenette2-320

Memory Requirements

PrecisionWeights in memory
As published2.3 GB
16-bit0.0 GB
8-bit0.0 GB
4-bit0.0 GB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About mini-unet-colorizer

How much GPU memory does mini-unet-colorizer need?

About 0 GB at 16-bit and 0 GB at 4-bit: the weights (4M parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run mini-unet-colorizer on?

At 16-bit, 1x MI300X from $1.85 an hour; at 4-bit, 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.

Can I use mini-unet-colorizer commercially?

Yes. mini-unet-colorizer is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.

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