robotturk

  • Keterangan :

Melipat kain, menumpuk mangkuk

Membelah Contoh
'test' 199
'train' 1.796
  • Struktur fitur :
FeaturesDict({
    'steps': Dataset({
        'action': FeaturesDict({
            'gripper_closedness_action': Tensor(shape=(1,), dtype=float32),
            'rotation_delta': Tensor(shape=(3,), dtype=float32),
            'terminate_episode': float32,
            'world_vector': Tensor(shape=(3,), dtype=float32),
        }),
        'is_first': bool,
        'is_last': bool,
        'is_terminal': bool,
        'observation': FeaturesDict({
            'front_rgb': Image(shape=(480, 640, 3), dtype=uint8),
            'natural_language_embedding': Tensor(shape=(512,), dtype=float32),
            'natural_language_instruction': string,
        }),
        'reward': Scalar(shape=(), dtype=float32),
    }),
})
  • Dokumentasi fitur :
Fitur Kelas Membentuk Tipe D Keterangan
FiturDict
Langkah Himpunan data
langkah/tindakan FiturDict
langkah/tindakan/gripper_closedness_action Tensor (1,) float32
langkah/tindakan/rotasi_delta Tensor (3,) float32
langkah/tindakan/terminate_episode Tensor float32
langkah/tindakan/world_vector Tensor (3,) float32
langkah/adalah_pertama Tensor bodoh
langkah/adalah_terakhir Tensor bodoh
langkah/is_terminal Tensor bodoh
langkah/pengamatan FiturDict
langkah/pengamatan/front_rgb Gambar (480, 640, 3) uint8
langkah/pengamatan/penyematan_bahasa_alami Tensor (512,) float32
langkah/pengamatan/instruksi_bahasa_alami Tensor rangkaian
langkah/hadiah Skalar float32
@inproceedings{mandlekar2019scaling,
          title={Scaling robot supervision to hundreds of hours with roboturk: Robotic manipulation dataset through human reasoning and dexterity},
          author={Mandlekar, Ajay and Booher, Jonathan and Spero, Max and Tung, Albert and Gupta, Anchit and Zhu, Yuke and Garg, Animesh and Savarese, Silvio and Fei-Fei, Li},
          booktitle={2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
          pages={1048--1055},
          year={2019},
          organization={IEEE}
        }