From 12dc6c548cc73bd3946361ef31aadcb22837a2cd Mon Sep 17 00:00:00 2001
From: Ryan Burgert <ryancentralorg@gmail.com>
Date: Thu, 16 Jan 2025 02:03:22 -0500
Subject: [PATCH] Annotations

---
 index.html | 16 +++++++++++++++-
 1 file changed, 15 insertions(+), 1 deletion(-)

diff --git a/index.html b/index.html
index 6b3864a..e183c5c 100644
--- a/index.html
+++ b/index.html
@@ -31,7 +31,7 @@
 				window.location.href = 'https://vgenai-netflix-eyeline-research.github.io/Go-with-the-Flow/';
 			}
 		</script>
-		
+
 		<title>Go with the Flow</title>
 		<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro" rel="stylesheet">
 		
@@ -2109,6 +2109,7 @@ <h2 class="title is-3">Image-to-Image Based Video Generation Applications: Relig
 							the optical flow of the input video.
 							<br>Here, we show various noise warping and interpolation techniques side-by-side,
 							for both relighting using DiffRelight and super-resolution using DeepFloyd Stage II.
+							<br>What's cool about using noise warping on image-to-image translation: it's a training-free way to get better temporal consistency from image diffusion models that were never trained on videos!
 						</p>
 					</div>
 				</div>
@@ -2120,6 +2121,18 @@ <h2 class="title is-3">Image-to-Image Based Video Generation Applications: Relig
 	<div class="container" id="carousel">
 		<div id="slick">
 
+			Here's a comparison of DiffRelight, an image-to-image relighting algorithm that works in Stable Diffusion's latent space, where we compare using the same initial noise on every frame (fixed noise) versus our more temporally consistent warped noise. Note how there are less "sticking artifacts"!
+			<div class="slide">
+				<div class="card">
+					<video class="img-fluid" autoplay loop muted playsinline>
+						<source
+							src="assets/kevin_fixed_vs_warped.mp4"
+							type="video/mp4">
+					</video>
+				</div>
+			</div>
+
+			Here's another DiffRelight comparison, where we compare many noise strategies.
 			<div class="slide">
 				<div class="card">
 					<video class="img-fluid" autoplay loop muted playsinline>
@@ -2130,6 +2143,7 @@ <h2 class="title is-3">Image-to-Image Based Video Generation Applications: Relig
 				</div>
 			</div>
 
+			And here's an example of us warping noise with many strategies using DeepFloyd's Stage II superresolution model, which runs in RGB pixel-space as opposed to latent space!
 			<div class="slide">
 				<div class="card">
 					<video class="img-fluid" autoplay loop muted playsinline>