Comparison: three Wan head-to-heads on fast motion + pose accuracy; name that strength up top

.gitattributes

@@ -59,3 +59,5 @@ examples/media/compare-gamechar.mp4 filter=lfs diff=lfs merge=lfs -text
 examples/media/teaser.mp4 filter=lfs diff=lfs merge=lfs -text
 MiniMaxH3TransformerBlock/package.pt2 filter=lfs diff=lfs merge=lfs -text
 MiniMaxH3TokenRefinerBlock/package.pt2 filter=lfs diff=lfs merge=lfs -text
+examples/media/compare-fastmotion.mp4 filter=lfs diff=lfs merge=lfs -text
+examples/media/compare-highkick.mp4 filter=lfs diff=lfs merge=lfs -text

README.md

@@ -27,7 +27,9 @@ Built on **[MiniMaxAI/MiniMax-H3](https://huggingface.co/MiniMaxAI/MiniMax-H3)**
 frames.** The motion, camera and timing underneath are untouched.
 
 It reads no pose skeleton, no mask and no prompt, and runs no model but itself. Two inputs, three
-forward passes, one GPU, 26 seconds a shot.
+forward passes, one GPU, 26 seconds a shot. It is strongest exactly where replacement is hardest:
+**fast motion**, and **pose transfer accurate enough to follow it** — whipping heads, full kicks,
+jumps, tracked frame for frame instead of smeared through.
 
 ## Abstract
 
@@ -166,15 +168,26 @@ its 160 s.
 Four panels each: **painted reference · driving video · this model · Wan2.2-Animate-14B**, the last
 rendered from the official unmodified weights at its documented replacement settings.
 
-<video controls muted loop playsinline width="100%" src="https://huggingface.co/Viggle/Viggle-Animate/resolve/main/examples/media/compare-prop.mp4"></video>
+**The gap is widest under fast motion.** Whipping heads, swinging limbs and airborne frames are
+where a replacement model has the least stable evidence to work from, and it shows: through the
+fast frames Wan's panel goes soft and smears while ours stays sharp. **Pose accuracy is the other
+half.** This model reads no skeleton, and still lands closer to the driving body — stance width,
+arm extension, how far a limb actually travels, and on which frame it gets there.
 
-<video controls muted loop playsinline width="100%" src="https://huggingface.co/Viggle/Viggle-Animate/resolve/main/examples/media/compare-costume.mp4"></video>
+<video controls muted loop playsinline width="100%" src="https://huggingface.co/Viggle/Viggle-Animate/resolve/main/examples/media/compare-fastmotion.mp4"></video>
 
-<video controls muted loop playsinline width="100%" src="https://huggingface.co/Viggle/Viggle-Animate/resolve/main/examples/media/compare-cosplay.mp4"></video>
+*Head-whip dance at speed, hoodie repainted to a sweater. Ours tracks the motion frame for frame;
+the comparison blurs through it.*
+
+<video controls muted loop playsinline width="100%" src="https://huggingface.co/Viggle/Viggle-Animate/resolve/main/examples/media/compare-highkick.mp4"></video>
 
-<video controls muted loop playsinline width="100%" src="https://huggingface.co/Viggle/Viggle-Animate/resolve/main/examples/media/compare-gamechar.mp4"></video>
+*A suited man throwing full kicks from a standing start. The extreme extensions arrive on the right
+frame and at the right reach, and the stance stays as wide as the driving one.*
+
+<video controls muted loop playsinline width="100%" src="https://huggingface.co/Viggle/Viggle-Animate/resolve/main/examples/media/compare-cosplay.mp4"></video>
 
-<video controls muted loop playsinline width="100%" src="https://huggingface.co/Viggle/Viggle-Animate/resolve/main/examples/media/compare-style.mp4"></video>
+*A costume with a silhouette of its own — horns, fur coat, sash — carried through a tucked jump.
+Ours holds both the outline and the pose in mid-air.*
 
 ## Generalization
 

examples/media/compare-fastmotion.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b79b19f959b370431dc5e090a80068c9046b07504064977d28d47d81e3ef50b7
+size 1183899

examples/media/compare-highkick.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6a137d9d19701eb1c75aa9e6b67776cfbf069619d9c0668885a717098f42fe37
+size 847770