Update README.md with assets

README.md

@@ -17,6 +17,10 @@ library_name: diffusers
 
 # [NeurIPS-2026] Thinking in Boxes: 3D Editing in Real Images Made Easy
 
+<div>
+  <img src="assets/thumbnail.png" width="50%">
+</div>
+
 [**Pradhaan S Bhat**](https://pradhaansbhat.github.io/)<sup>1</sup><sup>∗</sup> · [**Naveen Chandra R**](https://www.linkedin.com/in/naveen-chandra-r-7230aa192)<sup>1</sup><sup>∗</sup> · [**Rishubh Parihar**](https://rishubhpar.github.io/)<sup>1</sup> · [**Vaibhav Vavilala**](https://www.linkedin.com/in/vaibhav-vavilala)<sup>2</sup> · [**R. Venkatesh Babu**](https://cds.iisc.ac.in/faculty/venky/)<sup>1</sup> · [**D.A. Forsyth**](http://luthuli.cs.uiuc.edu/~daf/) · [**Anand Bhattad**](https://anandbhattad.github.io/)<sup>4</sup>
 
 <sup>1</sup> Indian Institute of Science
@@ -33,6 +37,10 @@ library_name: diffusers
 [![Hugging Face](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Dataset-orange)](https://huggingface.co/datasets/pradhaansbhat/Thinking-In-Boxes)
 [![Demo](https://img.shields.io/badge/🎬%20Demo-blue.svg)]()
 
+<div>
+  <img src="assets/teaser.png" width="50%">
+</div>
+
 This is the trained LoRA used in the paper **Thinking In Boxes: 3D Editing in Real Images Made Easy**.
 
 Thinking-In-Boxes is an Image-to-Image Generative LoRA for `black-forest-labs/FLUX.1-Kontext-dev` trained for the task of Geometric Image Editing.
@@ -41,7 +49,7 @@ This LoRA is trained on the dataset here: https://huggingface.co/datasets/pradha
 
 ## Usage with Diffusers 🧨
 
-Please refer to the [[GitHub Repository]](https://github.com/PradhaanSBhat/Thinking-In-Boxes) on setup, inference and training.
+Please refer to the [GitHub Repository](https://github.com/PradhaanSBhat/Thinking-In-Boxes) on setup, inference and training.
 
 ## Citation