Instructions to use Dexverse-CSI/dexverse-dp-image with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use Dexverse-CSI/dexverse-dp-image with LeRobot:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
README: results table
Browse files
README.md
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@@ -15,14 +15,14 @@ state 28-d joint positions (n_obs 2), action 28-d (horizon 16, execute 8), UNet
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300 epochs, seed 42, fp32, no EMA. Snapshot every 50 epochs; `best` = snapshot with the most successes on pkl episodes 0β9 (ties β later).
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Final score = 50 rollouts of `best` restoring the initial state of pkl episodes 0β49 (max 3000 steps, no seed).
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## Results (success rate of `best`, 50 rollouts) β updated 2026-11-04
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| task | wuji | shadow | inspire | allegro | leap | sharpa |
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|---|---|---|---|---|---|---|
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| LiftCarton | **1.00** (50/50) | β | β | β | β | **0.86** (43/50) |
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| LiftTray | **0.92** (46/50) | β | **0.94** (47/50) | β | β | **0.92** (46/50) |
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| HammerStrike | **0.64** (32/50) | **0.50** (25/50) | **0.94** (47/50) | **0.40** (20/50) | **0.26** (13/50) | **0.34** (17/50) |
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| GraspKettle | **0.32** (16/50) | **0.84** (42/50) | **0.64** (32/50) |
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| GraspPan | **0.38** (19/50) | **0.42** (21/50) | **0.72** (36/50) | β | β | β |
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| PourMug | **0.38** (19/50) | **0.38** (19/50) | β | β | β | **0.28** (14/50) |
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| GraspTwoItems | **0.04** (2/50) | **0.06** (3/50) | β | **0.40** (20/50) | β | **0.00** (0/50) |
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| `v0/teleop_lerobot/functional/Dexverse-GraspKettle-v0/floating_wuji_right/` | 16/50 | a4 | `20261101-130737_a4_graspkettle-wuji` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspKettle-v0/floating_shadow_right/` | 42/50 | a4 | `20261101-130737_a4_graspkettle-shadow` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspKettle-v0/floating_inspire_right/` | 32/50 | a4 | `20261101-130737_a4_graspkettle-inspire` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspPan-v0/floating_wuji_right/` | 19/50 | a4 | `20261101-130737_a4_grasppan-wuji` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspPan-v0/floating_shadow_right/` | 21/50 | vast-isaac | `20261101-133446_vast-isaac_grasppan-shadow` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspPan-v0/floating_inspire_right/` | 36/50 | vast-isaac | `20261101-133446_vast-isaac_grasppan-inspire` |
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300 epochs, seed 42, fp32, no EMA. Snapshot every 50 epochs; `best` = snapshot with the most successes on pkl episodes 0β9 (ties β later).
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Final score = 50 rollouts of `best` restoring the initial state of pkl episodes 0β49 (max 3000 steps, no seed).
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## Results (success rate of `best`, 50 rollouts) β updated 2026-11-04 10:13 KST
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| task | wuji | shadow | inspire | allegro | leap | sharpa |
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|---|---|---|---|---|---|---|
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| LiftCarton | **1.00** (50/50) | β | β | β | β | **0.86** (43/50) |
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| LiftTray | **0.92** (46/50) | β | **0.94** (47/50) | β | β | **0.92** (46/50) |
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| HammerStrike | **0.64** (32/50) | **0.50** (25/50) | **0.94** (47/50) | **0.40** (20/50) | **0.26** (13/50) | **0.34** (17/50) |
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| GraspKettle | **0.32** (16/50) | **0.84** (42/50) | **0.64** (32/50) | **0.58** (29/50) | **0.58** (29/50) | **0.40** (20/50) |
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| GraspPan | **0.38** (19/50) | **0.42** (21/50) | **0.72** (36/50) | β | β | β |
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| PourMug | **0.38** (19/50) | **0.38** (19/50) | β | β | β | **0.28** (14/50) |
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| GraspTwoItems | **0.04** (2/50) | **0.06** (3/50) | β | **0.40** (20/50) | β | **0.00** (0/50) |
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| `v0/teleop_lerobot/functional/Dexverse-GraspKettle-v0/floating_wuji_right/` | 16/50 | a4 | `20261101-130737_a4_graspkettle-wuji` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspKettle-v0/floating_shadow_right/` | 42/50 | a4 | `20261101-130737_a4_graspkettle-shadow` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspKettle-v0/floating_inspire_right/` | 32/50 | a4 | `20261101-130737_a4_graspkettle-inspire` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspKettle-v0/floating_allegro_right/` | 29/50 | a4 | `20261101-130737_a4_graspkettle-allegro` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspKettle-v0/floating_leap_right/` | 29/50 | a4 | `20261101-130737_a4_graspkettle-leap` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspKettle-v0/floating_sharpa_right/` | 20/50 | a4 | `20261101-130737_a4_graspkettle-sharpa` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspPan-v0/floating_wuji_right/` | 19/50 | a4 | `20261101-130737_a4_grasppan-wuji` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspPan-v0/floating_shadow_right/` | 21/50 | vast-isaac | `20261101-133446_vast-isaac_grasppan-shadow` |
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| `v0/teleop_lerobot/functional/Dexverse-GraspPan-v0/floating_inspire_right/` | 36/50 | vast-isaac | `20261101-133446_vast-isaac_grasppan-inspire` |
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