Looking for Distilled Placement? Here It Is

Distilled Placement is what brought you here, and this page delivers it, with a growing collection of example images collected as visual reference.
![[2604.10675] HiddenObjects: Scalable Diffusion-Distilled Spatial Priors ...](https://ar5iv.labs.arxiv.org/html/2604.10675/assets/x5.png)
Sometimes words are not enough to describe what you have in mind, because one clear image can answer what paragraphs cannot.
Distilled Placement in Actual Pictures

The images below show Distilled Placement in many different forms and settings, which makes it easy to spot the differences between variations.
There is no need to rush past the pictures, and familiarity builds faster than you might expect.

How the Gallery Helps You Understand
Every photo tells you something a description would miss, capturing exactly the kind of details people usually ask about.
Watch for the elements that appear again and again, and these shared traits are your best guide.

From One Style to Another
There is a surprising range of styles and interpretations here, certain images favor a clean look while others go for something richer, which helps you quickly narrow down what you actually want.
A strong reaction to one example is always useful information, and it often matches what you will want in the end.

How to Use These Examples for Reference
These images are meant to be used, not just viewed, such as saving the examples closest to what you need.


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![[2604.10675] HiddenObjects: Scalable Diffusion-Distilled Spatial Priors ...](https://ar5iv.labs.arxiv.org/html/2604.10675/assets/img/appendix/selection_page_02.jpg)










![[논문 리뷰] HiddenObjects: Scalable Diffusion-Distilled Spatial Priors for ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/hiddenobjects-scalable-diffusion-distilled-spatial-priors-for-object-placement-0.png)





![[2604.10675] HiddenObjects: Scalable Diffusion-Distilled Spatial Priors ...](https://ar5iv.labs.arxiv.org/html/2604.10675/assets/img/appendix/composite_overlay.jpg)

Pictures remove the guesswork from conversations, because pointing to a real example replaces a long and error-prone description.
Details Worth Zooming In On
Every example rewards a second, closer look, paying attention to textures, proportions, colors, and how things are arranged.
Depth beats speed when it comes to visual learning, so choose the closest matches and examine those thoroughly.
Why Visual References Work So Well
It is no accident that people search for images first, a visual cuts straight past every possible misunderstanding.
A broad image set answers questions before they are asked, and whatever your reason was, the gallery has a use for it.
Browse More Images Whenever You Need
Whenever Distilled Placement comes up again, these images will be here, and a fresh look at the same gallery often reveals something new.
The more examples you absorb, the sharper your eye becomes, so scroll back up and give the collection another look.