VERA checkpoints
Hosted weights for VERA — Turning Video Models into Generalist Robot Policies — a two-stage system: a video planner that "dreams" the future, and a Jacobian inverse-dynamics model (IDM) that turns the dream into robot actions. VERA hosts only the trained artifacts; frozen upstream pieces (Wan2.1 text-enc/VAE, VGGT) are pulled from their original homes and filtered out at inference.
Code + usage: see the VERA GitHub repo.
Release groups
1 · Panda-sim (MimicGen)
| dir | what |
|---|---|
mimicgen-wan-1.3b/ |
MimicGen-specialist WAN video planner (1.3B, t2v→v2v), DiT-only bf16 (~2.8 GB, de-bloated from 17.5 GB) + flow_decoder.ckpt + algo_config.yaml. Pull Wan-AI/Wan2.1-T2V-1.3B base upstream. |
idm-mimicgen-285ouq1q/ |
Jacobian IDM (run 285ouq1q, VGGT-1B) used for the reported MimicGen stack_d0 evaluations; pairs with mimicgen-wan-1.3b/. |
Pair these two + cotracker + the gated/adaptive gripper controller to run
stack_d0.
2 · PushT — the two-stage DFoT→Jacobian pipeline
| dir | what |
|---|---|
pusht-dfot/ |
DFoT video planner (run dvxixf6d) — a U-Net3D flow predictor (~2.4M params), not WAN. + run_config.yaml. |
pusht-idm/ |
PushT Jacobian IDM (run j1j59qzz, ~34.8M params, 2-DOF) + config.yaml. |
3 · OMNI — the cross-embodiment WAN planner
| dir | what |
|---|---|
omni-wan/ |
OMNI WAN planner (14B i2v→v2v, combined_4env), DiT-only bf16 (~33 GB). Pull Wan-AI/Wan2.1-I2V-14B-480P base upstream. |
idm-mimicgen/ |
MimicGen IDM (x21o0cwe) — the OMNI-default pairing. |
idm-droid/ |
DROID FR3 IDM (7wohna95, SE3-delta 7-DOF). |
4 · DROID — real-robot WAN planner
| dir | what |
|---|---|
wan-droid-14b/ |
DROID-specialist WAN video planner (14B i2v→v2v, 29 context frames → 24-frame chunks, 3-view canvas), DiT-only bf16 (~31 GB) + algo_config.yaml. Pull Wan-AI/Wan2.1-I2V-14B-480P base upstream. Used by examples/droid_generation.ipynb in the GitHub repo — language-conditioned video generation from real context frames (no server or robot needed). |
droid-demo-clips/ |
Real DROID context clips (~100 MB) loaded by the generation notebook. |
Licenses (per checkpoint)
VERA's own contributions (WAN video planners, Jacobian IDM heads, DFoT planner) are Apache-2.0. Two IDM checkpoints additionally bundle the VGGT-1B backbone weights, which are CC-BY-NC-4.0 — so those combined artifacts are non-commercial.
| dir | license | why |
|---|---|---|
wan-droid-14b/, omni-wan/, mimicgen-wan-1.3b/ |
Apache-2.0 | WAN planners; inherit Wan2.1 Apache-2.0 |
pusht-dfot/, pusht-idm/ |
Apache-2.0 | authors' weights; VGGT not bundled |
idm-mimicgen/ |
Apache-2.0 | authors' IDM head only; pulls VGGT-1B upstream at runtime (itself CC-BY-NC-4.0) |
idm-droid/, idm-mimicgen-285ouq1q/ |
CC-BY-NC-4.0 | bundle VGGT-1B weights in-checkpoint |
Frozen upstream pieces (Wan2.1 text-enc/VAE, VGGT-1B) keep their original licenses.