CoRL2026-CSI/SO101-StackBlock_Ours_100epi
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SO101-StackBlock_Ours_100epi数据集包含100个成功的演示,展示了在蓝色盘子上从底部到顶部堆叠红色、绿色和蓝色积木块的任务。这些数据使用单个LeRobot SO-101机械臂收集,通过AutoDataCollector管道记录(第一阶段缓冲区感知播种+第二阶段基于互信息的有用OOD获取)。每个演示包括:拾取红色积木块→放置在蓝色盘子上;重新检测→拾取绿色积木块→堆叠在红色积木块上;重新检测→拾取蓝色积木块→堆叠在绿色积木块上。数据集统计:86,402帧,每秒10帧,平均每集约864帧(约86秒)。机器人使用SO-101(5自由度+夹爪)。摄像头包括顶部(RealSense overhead)和左腕部(wrist OpenCV)。视频编解码器为H.264。特征包括观察状态(关节位置)、动作(目标关节位置)、图像(顶部和腕部RGB)、末端执行器位姿、夹爪状态、技能元数据和子任务边界标签。收集方法:第一阶段(80集)使用缓冲区感知子目标播种;第二阶段(20集)使用基于互信息的有用OOD获取。所有演示通过VLM法官(gemini-3-flash-preview)验证返回TRUE。
SO101-StackBlock_Ours_100epi is a dataset containing 100 successful demonstrations of stacking RED → GREEN → BLUE blocks on a blue dish, collected on a single LeRobot SO-101 arm. Recorded via the AutoDataCollector pipeline (Phase 1 buffer-aware seeding + Phase 2 MI-based useful-OOD acquisition). Each episode involves: picking red block → placing on blue dish; re-detecting → picking green block → stacking on red; re-detecting → picking blue block → stacking on green. Dataset stats: 86,402 frames, 10 FPS, average episode length ~864 frames (≈86 seconds). Robot: SO-101 (5-DoF + gripper). Cameras: top (RealSense overhead) and left_wrist (wrist OpenCV). Video codec: H.264. Features include observation.state (joint positions), action (target joint positions), observation.images.top and observation.images.left_wrist (RGB images), observation.ee_pos.robot_xyzrpy (end-effector pose), observation.gripper_binary (gripper state), skill.* metadata, and subtask.* labels. Collection method: Phase 1 (80 episodes) uses buffer-aware subgoal seeding; Phase 2 (20 episodes) uses MI-based useful-OOD acquisition. All episodes verified via VLM judge (gemini-3-flash-preview) returning TRUE.



