CyrusZhang312 commited on
Commit
5961026
·
verified ·
1 Parent(s): fc512ba

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +50 -0
README.md ADDED
@@ -0,0 +1,50 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ base_model: Wan-AI/Wan2.1-I2V-14B-480P
4
+ pipeline_tag: image-to-video
5
+ tags:
6
+ - video-generation
7
+ - diffusion
8
+ - lora
9
+ - hand-pose
10
+ - egocentric
11
+ - controllable-generation
12
+ ---
13
+
14
+ # JointControlVideo — MANO Hand-Conditioned Video Generation
15
+
16
+ Official checkpoint for **"Controllable Egocentric Video Generation via Occlusion-Aware Sparse 3D Hand Joints"** (ECCV 2026).
17
+
18
+ Given a starting frame and a sequence of 3D MANO hand-joint trajectories, this checkpoint generates an egocentric video that follows the prescribed hand motion — conditioned via occlusion-aware, 3D geometric hand-joint embeddings injected directly into the latent space of [Wan2.1-I2V-14B-480P](https://huggingface.co/Wan-AI/Wan2.1-I2V-14B-480P), instead of dense 2D tracks or a separate pose tokenizer.
19
+
20
+ [![arXiv](https://img.shields.io/badge/arXiv-2603.11755-b31b1b.svg)](https://arxiv.org/pdf/2603.11755)
21
+ [![Project Page](https://img.shields.io/badge/Project-Page-blue.svg)](https://zhangcyg.github.io/handcontrolvideo/)
22
+ [![Code](https://img.shields.io/badge/GitHub-Code-black.svg)](https://github.com/ZhangCYG/JointControlVideo)
23
+
24
+ ## Files
25
+
26
+ | File | Description |
27
+ | --- | --- |
28
+ | `dit.safetensors` | LoRA weights for the Wan2.1 DiT (`q,k,v,o,ffn.0,ffn.2`, rank 64) + the expanded `patch_embedding` (+16 input channels for the fused hand embedding) |
29
+ | `hand-controller.safetensors` | `HandConditioningModule` — the occlusion-aware hand-joint conditioning network (42 MANO joints, 2×21 per hand) |
30
+
31
+ Both are trained on top of a **frozen** Wan2.1-I2V-14B-480P backbone; you still need the base model's DiT/VAE/text-encoder/CLIP weights, which are pulled automatically from [`Wan-AI/Wan2.1-I2V-14B-480P`](https://huggingface.co/Wan-AI/Wan2.1-I2V-14B-480P) the first time you run the pipeline.
32
+
33
+ ## Usage
34
+
35
+ Set up the code from [ZhangCYG/JointControlVideo](https://github.com/ZhangCYG/JointControlVideo)
36
+
37
+ ## Citation
38
+
39
+ ```bibtex
40
+ @inproceedings{zhang2026controllable,
41
+ title = {Controllable Egocentric Video Generation via Occlusion-Aware Sparse 3D Hand Joints},
42
+ author = {Zhang, Chenyangguang and Ye, Botao and Chen, Boqi and Delitzas, Alexandros and Wang, Fangjinhua and Pollefeys, Marc and Wang, Xi},
43
+ booktitle = {European Conference on Computer Vision (ECCV)},
44
+ year = {2026}
45
+ }
46
+ ```
47
+
48
+ ## License
49
+
50
+ Apache 2.0.