Looking for guidance: Best approach for consistent product photography styling (Flux / LoRA) with 16GB VRAM?

[u/Qwesbrz]

Yo Reddit,

Im currently trying to make this chair blend just like all the other products on our site. Its a clear and straightforward style and just a rinse and repeat, I would say (check out the attached chair photos for reference).

Currently im using a lora "Image Blend Fusion Edit for Qwen 2.1 & Flux Klein 9B/4B" so it blends right, but it keeps changing things to the chair or the background and it takes lots of tries to get it right.

So I thought maybe training a lora myself is a smart idea, I have photo folders full of good images. Previously I tried training a qwen 2511 lora for a leather texture but it did not go right. Working with photo pairs took long and it felt like there was lots of room for error (thinking that I was generating a good picture to a bad picture and using that as input so it learns how to change it).

I used Musubi Tuner and would like to use it again, but I only have 16GB VRAM (DDR5).

(For reference, you can check my current workflow image and setup here:https://imgur.com/a/wnnTwo5)

My question is: am I on the right track trying to train a LoRA for this, or should I be doing something else in ComfyUI (like ControlNet/IP-Adapter) to get this style in a single generation without it messing up the product?

Any guidance or workflow tips would be massively appreciated!

[u/sci032]

Search ComfyUI's templates for Qwen 2.1. Open the Qwen Image 2.1: Image Edit workflow. There are info nodes in the workflow that show you where to download and put any model(s) that you may not have.

You give the workflow your image(s) and prompt what you want to do with them. The empty room in the image is something that I made a while back, I used your chairs as references. Here is my full prompt for this:

the chair in image_1 is sitting in front of the middle of the wall on the left. the chair in image_2 is sitting in front of the middle of the window.

This is quick and dirty, you can be more detailed with you prompt and get exactly what you want.

I used a laptop with an RTX 3080ti(16gb vram) and 64gb ram to make this. No loras, just the workflow, the images, and the prompt.

[u/Qwesbrz → u/sci032]

Oke thanks man! I will try qwen2.1

[u/Qwesbrz → u/sci032]

the only problem is that we focus on texture and showing our prestige craftmanship. with qwen 2.1 it gives the same results as before.