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Copy R1_Lite_stack_baskets into RoboCOIN_useable

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  1. R1_Lite_stack_baskets/.gitattributes +59 -0
  2. R1_Lite_stack_baskets/README.md +692 -0
  3. R1_Lite_stack_baskets/annotations/eef_acc_mag_annotation.jsonl +3 -0
  4. R1_Lite_stack_baskets/annotations/eef_direction_annotation.jsonl +7 -0
  5. R1_Lite_stack_baskets/annotations/eef_velocity_annotation.jsonl +3 -0
  6. R1_Lite_stack_baskets/annotations/gripper_activity_annotation.jsonl +4 -0
  7. R1_Lite_stack_baskets/annotations/gripper_mode_annotation.jsonl +3 -0
  8. R1_Lite_stack_baskets/annotations/scene_annotations.jsonl +109 -0
  9. R1_Lite_stack_baskets/annotations/subtask_annotations.jsonl +7 -0
  10. R1_Lite_stack_baskets/annotations/subtasks.jsonl +7 -0
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ *.webp filter=lfs diff=lfs merge=lfs -text
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+ # Video files - compressed
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+ *.webm filter=lfs diff=lfs merge=lfs -text
R1_Lite_stack_baskets/README.md ADDED
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+ ---
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+ task_categories:
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+ - robotics
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+
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+ language:
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+ - en
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+ - zh
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+
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+
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+ extra_gated_prompt: 'By accessing this dataset, you agree to cite the associated paper in your research/publications—see the "Citation" section for details. You agree to not use the dataset to conduct experiments that cause harm to human subjects.'
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+
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+
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+
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+ extra_gated_fields:
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+
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+ Company/Organization:
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+ type: 'text'
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+ description: 'e.g., "ETH Zurich", "Boston Dynamics", "Independent Researcher"'
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+
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+ Country:
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+ type: 'country'
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+ description: 'e.g., "Germany", "China", "United States"'
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+
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+
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+
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+ tags:
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+ - RoboCOIN
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+ - LeRobot
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+
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+ frame_range: 10K-100K
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+
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+ license: apache-2.0
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+
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+ configs:
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+ - config_name: default
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+ data_files: data/*/*.parquet
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+ ---
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+
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+ # R1_Lite_stack_baskets
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+
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+ ## 📋 Overview
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+
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+ This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
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+
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+ **Robot Type:** `galaxea_r1_lite`
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+ | **Codebase Version:** `v2.1`
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+ **End-Effector Type:** `two_finger_gripper`
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+
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+ ## 🏠 Scene Types
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+
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+ This dataset covers the following scene types:
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+ - `home`
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+
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+
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+ ## 🤖 Atomic Actions
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+
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+ This dataset includes the following atomic actions:
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+ - `grasp`
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+ - `place`
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+ - `pick`
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+
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+
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+ ## 📊 Dataset Statistics
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+
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+ | Metric | Value |
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+ |--------|-------|
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+ | **Total Episodes** | 101 |
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+ | **Total Frames** | 57189 |
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+ | **Total Tasks** | 1 |
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+ | **Total Videos** | 404 |
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+ | **Total Chunks** | 1 |
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+ | **Chunk Size** | 1000 |
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+ | **FPS** | 30 |
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+ | **Dataset Size** | 4.1GB |
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+
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+
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+ ## 👥 Authors
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+
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+ ### Contributors
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+ This dataset is contributed by:
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+ - [RoboCOIN](https://flagopen.github.io/RoboCOIN/) - RoboCOIN Team
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+
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+
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+ ## 🔗 Links
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+
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+ - **🏠 Homepage:** [https://flagopen.github.io/RoboCOIN/](https://flagopen.github.io/RoboCOIN/)
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+ - **📄 Paper:** [https://arxiv.org/abs/2511.17441](https://arxiv.org/abs/2511.17441)
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+ - **💻 Repository:** [https://github.com/FlagOpen/RoboCOIN](https://github.com/FlagOpen/RoboCOIN)
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+ - **🌐 Project Page:** [https://flagopen.github.io/RoboCOIN/](https://flagopen.github.io/RoboCOIN/)
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+ - **🐛 Issues:** [https://github.com/FlagOpen/RoboCOIN/issues](https://github.com/FlagOpen/RoboCOIN/issues)
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+ - **📜 License:** apache-2.0
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+
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+ ## 🏷️ Dataset Tags
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+
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+ - `RoboCOIN`
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+ - `LeRobot`
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+
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+
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+ ## 🎯 Task Descriptions
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+
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+ ### Primary Tasks
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+ stack a basket on top of another basket.
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+
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+ ### Sub-Tasks
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+ This dataset includes 7 distinct subtasks:
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+
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+ 1. **Grasp the dark basket with the right gripper**
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+ 2. **End**
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+ 3. **Place the light basket on the middle of the table with the left gripper**
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+ 4. **Grasp the light basket with the left gripper**
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+ 5. **Place the dark basket into the light color basket with the right gripper**
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+ 6. **Static**
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+ 7. **null**
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+
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+
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+ ## 🎥 Camera Views
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+
118
+ This dataset includes 4 camera views.
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+
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+ ## 🏷️ Available Annotations
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+
122
+ This dataset includes rich annotations to support diverse learning approaches:
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+
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+ ### Subtask Annotations
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+ - **Subtask Segmentation**: Fine-grained subtask segmentation and labeling
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+ ### Scene Annotations
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+ - **Scene-level Descriptions**: Semantic scene classifications and descriptions
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+ ### End-Effector Annotations
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+ - **Direction**: Movement direction classifications for robot end-effectors
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+ - **Velocity**: Velocity magnitude categorizations during manipulation
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+ - **Acceleration**: Acceleration magnitude classifications for motion analysis
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+
133
+
134
+ ### Gripper Annotations
135
+ - **Gripper Mode**: Open/close state annotations for gripper control
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+ - **Gripper Activity**: Activity state classifications (active/inactive)
137
+
138
+
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+ ### Additional Features
140
+ - **End-Effector Simulation Pose**: 6D pose information for end-effectors in simulation space
141
+ - Available for both state and action
142
+ - **Gripper Opening Scale**: Continuous gripper opening measurements
143
+ - Available for both state and action
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+
145
+
146
+ ## 📂 Data Splits
147
+
148
+ The dataset is organized into the following splits:
149
+
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+ - **Training**: Episodes 0:100
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+
152
+
153
+ ## 📁 Dataset Structure
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+
155
+ This dataset follows the LeRobot format and contains the following components:
156
+
157
+ ### Data Files
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+ - **Videos**: Compressed video files containing RGB camera observations
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+ - **State Data**: Robot joint positions, velocities, and other state information
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+ - **Action Data**: Robot action commands and trajectories
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+ - **Metadata**: Episode metadata, timestamps, and annotations
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+
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+ ### File Organization
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+ - **Data Path Pattern**: `data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet`
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+ - **Video Path Pattern**: `videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4`
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+ - **Chunking**: Data is organized into 1 chunk(s)
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+ of size 1000
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+
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+
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+ ### Features Schema
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+
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+ The dataset includes the following features:
173
+
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+ #### Visual Observations
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+ - **observation.images.cam_high_left_rgb**: video
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+ - FPS: 30
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+ - Codec: av1- **observation.images.cam_high_right_rgb**: video
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+ - FPS: 30
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+ - Codec: av1- **observation.images.cam_left_wrist_rgb**: video
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+ - FPS: 30
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+ - Codec: av1- **observation.images.cam_right_wrist_rgb**: video
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+ - FPS: 30
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+ - Codec: av1
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+
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+ #### State and Action- **observation.state**: float32- **action**: float32
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+
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+ #### Temporal Information
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+ - **timestamp**: float32
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+ - **frame_index**: int64
190
+ - **episode_index**: int64
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+ - **index**: int64
192
+ - **task_index**: int64
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+
194
+
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+ #### Annotations
196
+ - **subtask_annotation**: int32
197
+ - **scene_annotation**: int32
198
+
199
+
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+ #### Motion Features
201
+ - **eef_sim_pose_state**: float32
202
+ - Dimensions: left_eef_pos_x, left_eef_pos_y, left_eef_pos_z, left_eef_ori_x, left_eef_ori_y, left_eef_ori_z, right_eef_pos_x, right_eef_pos_y, right_eef_pos_z, right_eef_ori_x, right_eef_ori_y, right_eef_ori_z
203
+ - **eef_sim_pose_action**: float32
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+ - Dimensions: left_eef_pos_x, left_eef_pos_y, left_eef_pos_z, left_eef_ori_x, left_eef_ori_y, left_eef_ori_z, right_eef_pos_x, right_eef_pos_y, right_eef_pos_z, right_eef_ori_x, right_eef_ori_y, right_eef_ori_z
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+ - **eef_direction_state**: int32
206
+ - Dimensions: left_eef_direction, right_eef_direction
207
+ - **eef_direction_action**: int32
208
+ - Dimensions: left_eef_direction, right_eef_direction
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+ - **eef_velocity_state**: int32
210
+ - Dimensions: left_eef_velocity, right_eef_velocity
211
+ - **eef_velocity_action**: int32
212
+ - Dimensions: left_eef_velocity, right_eef_velocity
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+ - **eef_acc_mag_state**: int32
214
+ - Dimensions: left_eef_acc_mag, right_eef_acc_mag
215
+ - **eef_acc_mag_action**: int32
216
+ - Dimensions: left_eef_acc_mag, right_eef_acc_mag
217
+
218
+
219
+ #### Gripper Features
220
+ - **gripper_open_scale_state**: float32
221
+ - Dimensions: left_gripper_open_scale, right_gripper_open_scale
222
+ - **gripper_open_scale_action**: float32
223
+ - Dimensions: left_gripper_open_scale, right_gripper_open_scale
224
+ - **gripper_mode_state**: int32
225
+ - Dimensions: left_gripper_mode, right_gripper_mode
226
+ - **gripper_mode_action**: int32
227
+ - Dimensions: left_gripper_mode, right_gripper_mode
228
+ - **gripper_activity_state**: int32
229
+ - Dimensions: left_gripper_activity, right_gripper_activity
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+
231
+
232
+ ### Meta Information
233
+
234
+ The complete dataset metadata is available in [meta/info.json](meta/info.json):
235
+
236
+ ```json
237
+ {
238
+ "codebase_version": "v2.1",
239
+ "robot_type": "galaxea_r1_lite",
240
+ "total_episodes": 101,
241
+ "total_frames": 57189,
242
+ "total_tasks": 1,
243
+ "total_videos": 404,
244
+ "total_chunks": 1,
245
+ "chunks_size": 1000,
246
+ "fps": 30,
247
+ "splits": {
248
+ "train": "0:100"
249
+ },
250
+ "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
251
+ "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
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+ "features": {
253
+ "observation.images.cam_high_left_rgb": {
254
+ "dtype": "video",
255
+ "shape": [
256
+ 720,
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+ 1280,
258
+ 3
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+ ],
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+ "names": [
261
+ "height",
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+ "width",
263
+ "channels"
264
+ ],
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+ "info": {
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+ "video.height": 720,
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+ "video.width": 1280,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "video.fps": 30,
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+ "video.channels": 3,
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+ "has_audio": false
274
+ }
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+ },
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+ "observation.images.cam_high_right_rgb": {
277
+ "dtype": "video",
278
+ "shape": [
279
+ 720,
280
+ 1280,
281
+ 3
282
+ ],
283
+ "names": [
284
+ "height",
285
+ "width",
286
+ "channels"
287
+ ],
288
+ "info": {
289
+ "video.height": 720,
290
+ "video.width": 1280,
291
+ "video.codec": "av1",
292
+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "video.fps": 30,
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+ "video.channels": 3,
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+ "has_audio": false
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+ }
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+ },
299
+ "observation.images.cam_left_wrist_rgb": {
300
+ "dtype": "video",
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+ "shape": [
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+ 720,
303
+ 1280,
304
+ 3
305
+ ],
306
+ "names": [
307
+ "height",
308
+ "width",
309
+ "channels"
310
+ ],
311
+ "info": {
312
+ "video.height": 720,
313
+ "video.width": 1280,
314
+ "video.codec": "av1",
315
+ "video.pix_fmt": "yuv420p",
316
+ "video.is_depth_map": false,
317
+ "video.fps": 30,
318
+ "video.channels": 3,
319
+ "has_audio": false
320
+ }
321
+ },
322
+ "observation.images.cam_right_wrist_rgb": {
323
+ "dtype": "video",
324
+ "shape": [
325
+ 720,
326
+ 1280,
327
+ 3
328
+ ],
329
+ "names": [
330
+ "height",
331
+ "width",
332
+ "channels"
333
+ ],
334
+ "info": {
335
+ "video.height": 720,
336
+ "video.width": 1280,
337
+ "video.codec": "av1",
338
+ "video.pix_fmt": "yuv420p",
339
+ "video.is_depth_map": false,
340
+ "video.fps": 30,
341
+ "video.channels": 3,
342
+ "has_audio": false
343
+ }
344
+ },
345
+ "observation.state": {
346
+ "dtype": "float32",
347
+ "shape": [
348
+ 16
349
+ ],
350
+ "names": [
351
+ "left_arm_joint_1_rad",
352
+ "left_arm_joint_2_rad",
353
+ "left_arm_joint_3_rad",
354
+ "left_arm_joint_4_rad",
355
+ "left_arm_joint_5_rad",
356
+ "left_arm_joint_6_rad",
357
+ "left_arm_joint_7_rad",
358
+ "right_arm_joint_1_rad",
359
+ "right_arm_joint_2_rad",
360
+ "right_arm_joint_3_rad",
361
+ "right_arm_joint_4_rad",
362
+ "right_arm_joint_5_rad",
363
+ "right_arm_joint_6_rad",
364
+ "right_arm_joint_7_rad",
365
+ "left_gripper_open",
366
+ "right_gripper_open"
367
+ ]
368
+ },
369
+ "action": {
370
+ "dtype": "float32",
371
+ "shape": [
372
+ 18
373
+ ],
374
+ "names": [
375
+ "left_arm_joint_1_rad",
376
+ "left_arm_joint_2_rad",
377
+ "left_arm_joint_3_rad",
378
+ "left_arm_joint_4_rad",
379
+ "left_arm_joint_5_rad",
380
+ "left_arm_joint_6_rad",
381
+ "left_arm_joint_7_rad",
382
+ "right_arm_joint_1_rad",
383
+ "right_arm_joint_2_rad",
384
+ "right_arm_joint_3_rad",
385
+ "right_arm_joint_4_rad",
386
+ "right_arm_joint_5_rad",
387
+ "right_arm_joint_6_rad",
388
+ "right_arm_joint_7_rad",
389
+ "left_gripper_open",
390
+ "right_gripper_open"
391
+ ]
392
+ },
393
+ "timestamp": {
394
+ "dtype": "float32",
395
+ "shape": [
396
+ 1
397
+ ],
398
+ "names": null
399
+ },
400
+ "frame_index": {
401
+ "dtype": "int64",
402
+ "shape": [
403
+ 1
404
+ ],
405
+ "names": null
406
+ },
407
+ "episode_index": {
408
+ "dtype": "int64",
409
+ "shape": [
410
+ 1
411
+ ],
412
+ "names": null
413
+ },
414
+ "index": {
415
+ "dtype": "int64",
416
+ "shape": [
417
+ 1
418
+ ],
419
+ "names": null
420
+ },
421
+ "task_index": {
422
+ "dtype": "int64",
423
+ "shape": [
424
+ 1
425
+ ],
426
+ "names": null
427
+ },
428
+ "subtask_annotation": {
429
+ "names": null,
430
+ "dtype": "int32",
431
+ "shape": [
432
+ 5
433
+ ]
434
+ },
435
+ "scene_annotation": {
436
+ "names": null,
437
+ "dtype": "int32",
438
+ "shape": [
439
+ 1
440
+ ]
441
+ },
442
+ "eef_sim_pose_state": {
443
+ "names": [
444
+ "left_eef_pos_x",
445
+ "left_eef_pos_y",
446
+ "left_eef_pos_z",
447
+ "left_eef_ori_x",
448
+ "left_eef_ori_y",
449
+ "left_eef_ori_z",
450
+ "right_eef_pos_x",
451
+ "right_eef_pos_y",
452
+ "right_eef_pos_z",
453
+ "right_eef_ori_x",
454
+ "right_eef_ori_y",
455
+ "right_eef_ori_z"
456
+ ],
457
+ "dtype": "float32",
458
+ "shape": [
459
+ 12
460
+ ]
461
+ },
462
+ "eef_sim_pose_action": {
463
+ "names": [
464
+ "left_eef_pos_x",
465
+ "left_eef_pos_y",
466
+ "left_eef_pos_z",
467
+ "left_eef_ori_x",
468
+ "left_eef_ori_y",
469
+ "left_eef_ori_z",
470
+ "right_eef_pos_x",
471
+ "right_eef_pos_y",
472
+ "right_eef_pos_z",
473
+ "right_eef_ori_x",
474
+ "right_eef_ori_y",
475
+ "right_eef_ori_z"
476
+ ],
477
+ "dtype": "float32",
478
+ "shape": [
479
+ 12
480
+ ]
481
+ },
482
+ "eef_direction_state": {
483
+ "names": [
484
+ "left_eef_direction",
485
+ "right_eef_direction"
486
+ ],
487
+ "dtype": "int32",
488
+ "shape": [
489
+ 2
490
+ ]
491
+ },
492
+ "eef_direction_action": {
493
+ "names": [
494
+ "left_eef_direction",
495
+ "right_eef_direction"
496
+ ],
497
+ "dtype": "int32",
498
+ "shape": [
499
+ 2
500
+ ]
501
+ },
502
+ "eef_velocity_state": {
503
+ "names": [
504
+ "left_eef_velocity",
505
+ "right_eef_velocity"
506
+ ],
507
+ "dtype": "int32",
508
+ "shape": [
509
+ 2
510
+ ]
511
+ },
512
+ "eef_velocity_action": {
513
+ "names": [
514
+ "left_eef_velocity",
515
+ "right_eef_velocity"
516
+ ],
517
+ "dtype": "int32",
518
+ "shape": [
519
+ 2
520
+ ]
521
+ },
522
+ "eef_acc_mag_state": {
523
+ "names": [
524
+ "left_eef_acc_mag",
525
+ "right_eef_acc_mag"
526
+ ],
527
+ "dtype": "int32",
528
+ "shape": [
529
+ 2
530
+ ]
531
+ },
532
+ "eef_acc_mag_action": {
533
+ "names": [
534
+ "left_eef_acc_mag",
535
+ "right_eef_acc_mag"
536
+ ],
537
+ "dtype": "int32",
538
+ "shape": [
539
+ 2
540
+ ]
541
+ },
542
+ "gripper_open_scale_state": {
543
+ "names": [
544
+ "left_gripper_open_scale",
545
+ "right_gripper_open_scale"
546
+ ],
547
+ "dtype": "float32",
548
+ "shape": [
549
+ 2
550
+ ]
551
+ },
552
+ "gripper_open_scale_action": {
553
+ "names": [
554
+ "left_gripper_open_scale",
555
+ "right_gripper_open_scale"
556
+ ],
557
+ "dtype": "float32",
558
+ "shape": [
559
+ 2
560
+ ]
561
+ },
562
+ "gripper_mode_state": {
563
+ "names": [
564
+ "left_gripper_mode",
565
+ "right_gripper_mode"
566
+ ],
567
+ "dtype": "int32",
568
+ "shape": [
569
+ 2
570
+ ]
571
+ },
572
+ "gripper_mode_action": {
573
+ "names": [
574
+ "left_gripper_mode",
575
+ "right_gripper_mode"
576
+ ],
577
+ "dtype": "int32",
578
+ "shape": [
579
+ 2
580
+ ]
581
+ },
582
+ "gripper_activity_state": {
583
+ "names": [
584
+ "left_gripper_activity",
585
+ "right_gripper_activity"
586
+ ],
587
+ "dtype": "int32",
588
+ "shape": [
589
+ 2
590
+ ]
591
+ }
592
+ }
593
+ }
594
+ ```
595
+
596
+ ### Directory Structure
597
+
598
+ The dataset is organized as follows (showing leaf directories with first 5 files only):
599
+
600
+ ```
601
+ R1_Lite_stack_baskets_qced_hardlink/
602
+ ├── annotations/
603
+ │ ├── eef_acc_mag_annotation.jsonl
604
+ │ ├── eef_direction_annotation.jsonl
605
+ │ ├── eef_velocity_annotation.jsonl
606
+ │ ├── gripper_activity_annotation.jsonl
607
+ │ ├── gripper_mode_annotation.jsonl
608
+ │ └── (...)
609
+ ├── data/
610
+ │ └── chunk-000/
611
+ │ ├── episode_000000.parquet
612
+ │ ├── episode_000001.parquet
613
+ │ ├── episode_000002.parquet
614
+ │ ├── episode_000003.parquet
615
+ │ ├── episode_000004.parquet
616
+ │ └── (...)
617
+ ├── meta/
618
+ │ ├── episodes.jsonl
619
+ │ ├── episodes_stats.jsonl
620
+ │ ├── info.json
621
+ │ └── tasks.jsonl
622
+ └── videos/
623
+ └── chunk-000/
624
+ ├── observation.images.cam_high_left_rgb/
625
+ │ ├── episode_000000.mp4
626
+ │ ├── episode_000001.mp4
627
+ │ ├── episode_000002.mp4
628
+ │ ├── episode_000003.mp4
629
+ │ ├── episode_000004.mp4
630
+ │ └── (...)
631
+ ├── observation.images.cam_high_right_rgb/
632
+ │ ├── episode_000000.mp4
633
+ │ ├── episode_000001.mp4
634
+ │ ├── episode_000002.mp4
635
+ │ ├── episode_000003.mp4
636
+ │ ├── episode_000004.mp4
637
+ │ └── (...)
638
+ ├── observation.images.cam_left_wrist_rgb/
639
+ │ ├── episode_000000.mp4
640
+ │ ├── episode_000001.mp4
641
+ │ ├── episode_000002.mp4
642
+ │ ├── episode_000003.mp4
643
+ │ ├── episode_000004.mp4
644
+ │ └── (...)
645
+ └── observation.images.cam_right_wrist_rgb/
646
+ ├── episode_000000.mp4
647
+ ├── episode_000001.mp4
648
+ ├── episode_000002.mp4
649
+ ├── episode_000003.mp4
650
+ ├── episode_000004.mp4
651
+ └── (...)
652
+ ```
653
+
654
+
655
+ ## 📞 Contact and Support
656
+
657
+ For questions, issues, or feedback regarding this dataset, please contact:
658
+ - **Email:** None
659
+ For questions, issues, or feedback regarding this dataset, please contact us.
660
+ ### Support
661
+ For technical support, please open an issue on our GitHub repository.
662
+
663
+ ## 📄 License
664
+
665
+ This dataset is released under the **apache-2.0** license.
666
+
667
+ Please refer to the LICENSE file for full license terms and conditions.
668
+
669
+
670
+ ## 📚 Citation
671
+
672
+ If you use this dataset in your research, please cite:
673
+
674
+ ```bibtex
675
+ @article{robocoin,
676
+ title={RoboCOIN: An Open-Sourced Bimanual Robotic Data Collection for Integrated Manipulation},
677
+ author={Shihan Wu, Xuecheng Liu, Shaoxuan Xie, Pengwei Wang, Xinghang Li, Bowen Yang, Zhe Li, Kai Zhu, Hongyu Wu, Yiheng Liu, Zhaoye Long, Yue Wang, Chong Liu, Dihan Wang, Ziqiang Ni, Xiang Yang, You Liu, Ruoxuan Feng, Runtian Xu, Lei Zhang, Denghang Huang, Chenghao Jin, Anlan Yin, Xinlong Wang, Zhenguo Sun, Junkai Zhao, Mengfei Du, Mingyu Cao, Xiansheng Chen, Hongyang Cheng, Xiaojie Zhang, Yankai Fu, Ning Chen, Cheng Chi, Sixiang Chen, Huaihai Lyu, Xiaoshuai Hao, Yequan Wang, Bo Lei, Dong Liu, Xi Yang, Yance Jiao, Tengfei Pan, Yunyan Zhang, Songjing Wang, Ziqian Zhang, Xu Liu, Ji Zhang, Caowei Meng, Zhizheng Zhang, Jiyang Gao, Song Wang, Xiaokun Leng, Zhiqiang Xie, Zhenzhen Zhou, Peng Huang, Wu Yang, Yandong Guo, Yichao Zhu, Suibing Zheng, Hao Cheng, Xinmin Ding, Yang Yue, Huanqian Wang, Chi Chen, Jingrui Pang, YuXi Qian, Haoran Geng, Lianli Gao, Haiyuan Li, Bin Fang, Gao Huang, Yaodong Yang, Hao Dong, He Wang, Hang Zhao, Yadong Mu, Di Hu, Hao Zhao, Tiejun Huang, Shanghang Zhang, Yonghua Lin, Zhongyuan Wang and Guocai Yao},
678
+ journal={arXiv preprint arXiv:2511.17441},
679
+ url = {https://arxiv.org/abs/2511.17441},
680
+ year={2025}
681
+ }
682
+ ```
683
+
684
+ ### Additional References
685
+
686
+ If you use this dataset, please also consider citing:
687
+ - LeRobot Framework: https://github.com/huggingface/lerobot
688
+
689
+ ## 📌 Version Information
690
+
691
+ ## Version History
692
+ - v1.0.0 (2025-11): Initial release
R1_Lite_stack_baskets/annotations/eef_acc_mag_annotation.jsonl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {"eef_acc_mag_index": 0, "eef_acc_mag": "constant"}
2
+ {"eef_acc_mag_index": 1, "eef_acc_mag": "accelerating"}
3
+ {"eef_acc_mag_index": 2, "eef_acc_mag": "decelerating"}
R1_Lite_stack_baskets/annotations/eef_direction_annotation.jsonl ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {"eef_direction_index": 0, "eef_direction": "forward"}
2
+ {"eef_direction_index": 1, "eef_direction": "backward"}
3
+ {"eef_direction_index": 2, "eef_direction": "left"}
4
+ {"eef_direction_index": 3, "eef_direction": "right"}
5
+ {"eef_direction_index": 4, "eef_direction": "up"}
6
+ {"eef_direction_index": 5, "eef_direction": "down"}
7
+ {"eef_direction_index": 6, "eef_direction": "still"}
R1_Lite_stack_baskets/annotations/eef_velocity_annotation.jsonl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {"eef_velocity_index": 0, "eef_velocity": "still"}
2
+ {"eef_velocity_index": 1, "eef_velocity": "slow"}
3
+ {"eef_velocity_index": 2, "eef_velocity": "fast"}
R1_Lite_stack_baskets/annotations/gripper_activity_annotation.jsonl ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"gripper_activity_index": 0, "gripper_activity": "openning"}
2
+ {"gripper_activity_index": 1, "gripper_activity": "closing"}
3
+ {"gripper_activity_index": 2, "gripper_activity": "holding"}
4
+ {"gripper_activity_index": 3, "gripper_activity": "unknown"}
R1_Lite_stack_baskets/annotations/gripper_mode_annotation.jsonl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {"gripper_mode_index": 0, "gripper_mode": "open"}
2
+ {"gripper_mode_index": 1, "gripper_mode": "closed"}
3
+ {"gripper_mode_index": 2, "gripper_mode": "unknown"}
R1_Lite_stack_baskets/annotations/scene_annotations.jsonl ADDED
@@ -0,0 +1,109 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"scene_index": 0, "scene": "The baskets are positioned at the back left and back right."}
2
+ {"scene_index": 1, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
3
+ {"scene_index": 2, "scene": "The basket is located at the back and also occupies the back right area."}
4
+ {"scene_index": 3, "scene": "The basket is located at both the back left and back right positions."}
5
+ {"scene_index": 4, "scene": "The two baskets are positioned at the back left and back right locations."}
6
+ {"scene_index": 5, "scene": "The baskets are positioned at the back left and back right."}
7
+ {"scene_index": 6, "scene": "The basket is located at the back, and another basket is situated at the back right position."}
8
+ {"scene_index": 7, "scene": "The two baskets are placed on either side at the back of the shelf."}
9
+ {"scene_index": 8, "scene": "The basket is located at both the back left and back right positions."}
10
+ {"scene_index": 9, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
11
+ {"scene_index": 10, "scene": "The two baskets are positioned at the back left and back right locations."}
12
+ {"scene_index": 11, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
13
+ {"scene_index": 12, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
14
+ {"scene_index": 13, "scene": "The basket is located at both the back left and back right positions."}
15
+ {"scene_index": 14, "scene": "The baskets are positioned at the back left and back right."}
16
+ {"scene_index": 15, "scene": "The two baskets are positioned at the back left and back right locations."}
17
+ {"scene_index": 16, "scene": "The baskets are positioned at the back left and back right."}
18
+ {"scene_index": 17, "scene": "The basket is located at both the back left and back right positions."}
19
+ {"scene_index": 18, "scene": "The two baskets are positioned at the back left and back right locations."}
20
+ {"scene_index": 19, "scene": "The basket is located at both the back left and back right positions."}
21
+ {"scene_index": 20, "scene": "The two baskets are placed on either side at the back of the shelf."}
22
+ {"scene_index": 21, "scene": "The basket is located at both the back left and back right positions."}
23
+ {"scene_index": 22, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
24
+ {"scene_index": 23, "scene": "The baskets are positioned at the back left and back right."}
25
+ {"scene_index": 24, "scene": "The basket is located at both the back left and back right positions."}
26
+ {"scene_index": 25, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
27
+ {"scene_index": 26, "scene": "The baskets are positioned at the back left and back right."}
28
+ {"scene_index": 27, "scene": "The two baskets are placed on either side at the back of the shelf."}
29
+ {"scene_index": 28, "scene": "The basket is located at both the back left and back right positions."}
30
+ {"scene_index": 29, "scene": "The two baskets are placed on either side at the back of the shelf."}
31
+ {"scene_index": 30, "scene": "The basket is located at both the back left and back right positions."}
32
+ {"scene_index": 31, "scene": "The two baskets are placed on either side at the back of the shelf."}
33
+ {"scene_index": 32, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
34
+ {"scene_index": 33, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
35
+ {"scene_index": 34, "scene": "The two baskets are placed on either side at the back of the shelf."}
36
+ {"scene_index": 35, "scene": "The baskets are positioned at the back left and back right."}
37
+ {"scene_index": 36, "scene": "The basket is located at both the back left and back right positions."}
38
+ {"scene_index": 37, "scene": "The two baskets are placed on either side at the back of the shelf."}
39
+ {"scene_index": 38, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
40
+ {"scene_index": 39, "scene": "The basket is located at both the back left and back right positions."}
41
+ {"scene_index": 40, "scene": "The two baskets are positioned at the back left and back right locations."}
42
+ {"scene_index": 41, "scene": "The basket is located at both the back left and back right positions."}
43
+ {"scene_index": 42, "scene": "The two baskets are placed on either side at the back of the shelf."}
44
+ {"scene_index": 43, "scene": "The basket is located at both the back left and back right positions."}
45
+ {"scene_index": 44, "scene": "The basket is located at both the back left and back right positions."}
46
+ {"scene_index": 45, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
47
+ {"scene_index": 46, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
48
+ {"scene_index": 47, "scene": "The two baskets are placed on either side at the back of the shelf."}
49
+ {"scene_index": 48, "scene": "The baskets are positioned at the back left and back right."}
50
+ {"scene_index": 49, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
51
+ {"scene_index": 50, "scene": "The basket is located at the back and also occupies the back right area."}
52
+ {"scene_index": 51, "scene": "The basket is located at both the back left and back right positions."}
53
+ {"scene_index": 52, "scene": "The two baskets are positioned at the back left and back right locations."}
54
+ {"scene_index": 53, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
55
+ {"scene_index": 54, "scene": "The two baskets are positioned at the back left and back right locations."}
56
+ {"scene_index": 55, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
57
+ {"scene_index": 56, "scene": "The two baskets are placed on either side at the back of the shelf."}
58
+ {"scene_index": 57, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
59
+ {"scene_index": 58, "scene": "The two baskets are placed on either side at the back of the shelf."}
60
+ {"scene_index": 59, "scene": "The two baskets are positioned at the back left and back right locations."}
61
+ {"scene_index": 60, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
62
+ {"scene_index": 61, "scene": "The basket is located at both the back left and back right positions."}
63
+ {"scene_index": 62, "scene": "The two baskets are placed on either side at the back of the shelf."}
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+ {"scene_index": 63, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
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+ {"scene_index": 64, "scene": "The basket is located at both the back left and back right positions."}
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+ {"scene_index": 65, "scene": "The two baskets are placed on either side at the back of the shelf."}
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+ {"scene_index": 66, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
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+ {"scene_index": 67, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
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+ {"scene_index": 68, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
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+ {"scene_index": 69, "scene": "The baskets are positioned at the back left and back right."}
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+ {"scene_index": 70, "scene": "The basket is located at the back, specifically in the back right area."}
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+ {"scene_index": 71, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
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+ {"scene_index": 72, "scene": "The basket is located at both the back left and back right positions."}
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+ {"scene_index": 73, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
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+ {"scene_index": 74, "scene": "The baskets are positioned at the back left and back right."}
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+ {"scene_index": 75, "scene": "The baskets are positioned at the back left and back right."}
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+ {"scene_index": 76, "scene": "Two baskets are positioned on the back side of a surface, with one located to the right and the other to the left."}
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+ {"scene_index": 77, "scene": "The basket is located at the back, and another basket is situated at the back right position."}
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+ {"scene_index": 78, "scene": "The baskets are positioned at the back left and back right."}
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+ {"scene_index": 79, "scene": "The two baskets are both located at the back, with one specifically positioned on the back right."}
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+ {"scene_index": 82, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
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+ {"scene_index": 83, "scene": "The basket is located at the back and back right positions, indicating its placement relative to these areas."}
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+ {"scene_index": 84, "scene": "The two baskets are placed on either side at the back of the shelf."}
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+ {"scene_index": 85, "scene": "The two baskets are both positioned at the back, with one specifically located in the back right area."}
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+ {"scene_index": 88, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
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+ {"scene_index": 91, "scene": "The two baskets are placed on either side at the back of the shelf."}
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+ {"scene_index": 93, "scene": "The baskets are positioned at the back left and back right."}
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+ {"scene_index": 94, "scene": "The basket is located at both the back left and back right positions."}
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+ {"scene_index": 95, "scene": "The baskets are positioned at the back left and back right."}
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+ {"scene_index": 96, "scene": "The baskets are positioned at the back left and back right."}
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+ {"scene_index": 97, "scene": "The two baskets are positioned at the back left and back right locations."}
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+ {"scene_index": 98, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
100
+ {"scene_index": 99, "scene": "The basket is located at the back-left, and another basket is positioned at the back-right."}
101
+ {"scene_index": 100, "scene": "The basket is located at both the back left and back right positions."}
102
+ {"scene_index": 101, "scene": "The two baskets are placed on either side at the back of the shelf."}
103
+ {"scene_index": 102, "scene": "The two baskets are positioned at the back left and back right locations."}
104
+ {"scene_index": 103, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
105
+ {"scene_index": 104, "scene": "The two baskets are positioned at the back left and back right locations."}
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+ {"scene_index": 105, "scene": "The two baskets are placed on either side at the back of the shelf."}
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+ {"scene_index": 106, "scene": "The two baskets are positioned at the back left and back right locations."}
108
+ {"scene_index": 107, "scene": "The baskets are positioned at the back left and back right."}
109
+ {"scene_index": 108, "scene": "The basket is located at the back left and another basket is positioned at the back right."}
R1_Lite_stack_baskets/annotations/subtask_annotations.jsonl ADDED
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