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DROID Visual Trajectories (5K Episodes) — LeRobot Format

Visual object trajectories extracted from 4506 episodes of the DROID dataset using Gemini Robotics-ER + SAM2.

How to load images/videos

Images are not embedded in this dataset. Each row contains reference paths to the source videos in cadene/droid_1.0.1:

from datasets import load_dataset
from huggingface_hub import hf_hub_download

ds = load_dataset("ASethi04/droid-trajectories-5k", split="train")
row = ds[0]

# Get the source video
video_path = hf_hub_download(
    "cadene/droid_1.0.1",
    row["droid_video_exterior_1_left"],  # e.g. "videos/chunk-000/observation.images.exterior_1_left/episode_000008.mp4"
    repo_type="dataset",
)

# Or load the full source parquet (with all DROID columns)
droid_ep_id = row["droid_episode_id"]  # e.g. 8
chunk = droid_ep_id // 1000
source_parquet = hf_hub_download(
    "cadene/droid_1.0.1",
    f"data/chunk-{chunk:03d}/episode_{droid_ep_id:06d}.parquet",
    repo_type="dataset",
)

Stats

  • Episodes: 4506
  • Total Frames: 943315
  • Unique Tasks: 1429
  • Cameras: exterior_1_left, exterior_2_left, wrist_left (referenced)
  • FPS: 15

Schema

Trajectory columns (from Gemini ER + SAM2 pipeline)

Column Type Description
trajectory_xyxy float32[4] Tracked object bbox [x1, y1, x2, y2] in pixels
trajectory_center_x float32 Object mask centroid X (pixels)
trajectory_center_y float32 Object mask centroid Y (pixels)
trajectory_labels list[string] Object labels being tracked

Robot state (from cadene/droid_1.0.1)

Column Type Description
joint_position float32[7] 7-DOF joint angles
gripper_position float32 Gripper state
actions float32[8] Action commands (7 joints + gripper)

References to source data

Column Type Description
droid_episode_id int64 Original episode ID in cadene/droid_1.0.1
droid_video_exterior_1_left string Path to exterior_1_left video in cadene/droid_1.0.1
droid_video_exterior_2_left string Path to exterior_2_left video in cadene/droid_1.0.1
droid_video_wrist_left string Path to wrist_left video in cadene/droid_1.0.1

Metadata

Column Type Description
language_instruction string Task description
timestamp float32 Frame timestamp (seconds)
frame_index int64 Frame number within episode
episode_index int64 Sequential episode number (0-indexed)
index int64 Global row index
task_index int64 Task ID (see meta/tasks.jsonl)

Trajectory Pipeline

  1. Object Extraction: Parse task instruction to identify primary + related objects
  2. Detection: Gemini Robotics-ER (gemini-robotics-er-1.5-preview) with task-aware bounding box prompts
  3. Tracking: SAM2 video predictor with periodic re-detection every 60 frames
  4. Trajectory: Per-frame mask centroid and bounding box

Source

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