Leaderboard

The results displayed here are for the methods for which:
Note
Use a single algorithm per method. All tasks can be submitted via the same algorithm.
Tasks:
Algorithm AAE MPJPE_RA_H MPJPE_RA_L MPJPE_RA_R MRRPE_R_L MRRPE_R_O SUCCESS_RATE CDEV_HO MDEV_H ACC_H ACC_O AVG_HO AVG_OH ACC_OH ACC_HO CD_H CD_ICP CD_L CD_R F10_ICP F5_ICP
ArcticNet-SF [2] 5.37 21.45 0.00 0.00 52.39 37.47 71.39 41.56 10.40 5.72 7.57 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ArtiTHOR [3] 18.10 47.04 0.00 0.00 184.86 129.44 24.45 151.30 62.10 29.63 43.86 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
HMR-ResNet50 [8] 5.47 22.54 0.00 0.00 49.40 38.89 74.12 39.84 9.13 5.67 7.04 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
AmbiguousHands_2 [9] 4.64 18.02 0.00 0.00 45.78 34.56 81.94 33.25 10.12 6.37 6.40 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
DIGIT-ResNet50 [10] 5.58 19.14 0.00 0.00 44.37 34.84 72.48 36.81 8.81 5.15 7.25 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
DIGIT-HRNet [11] 5.24 17.92 0.00 0.00 44.19 35.43 76.52 34.92 8.374.86 6.63 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
JointTransformer [12] 3.9517.12 0.00 0.00 36.1728.1889.7927.97 8.93 6.08 5.79 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

References

  • 2. Zicong Fan, Omid Taheri, Dimitrios Tzionas, Muhammed Kocabas, Manuel Kaufmann, Michael J. Black, Otmar Hilliges. ARCTIC: A Dataset for Dexterous Bimanual Hand-Object Manipulation. CVPR , 2023 link

  • 3. Anonymous submission

  • 8. Anonymous submission

  • 9. Anonymous submission

  • 10. Zicong Fan, Adrian Spurr, Muhammed Kocabas, Siyu Tang, Michael J. Black, Otmar Hilliges. Learning to Disambiguate Strongly Interacting Hands via Probabilistic Per-Pixel Part Segmentation. 3DV , 2021 link

  • 11. Zicong Fan, Adrian Spurr, Muhammed Kocabas, Siyu Tang, Michael J. Black, Otmar Hilliges. Learning to Disambiguate Strongly Interacting Hands via Probabilistic Per-Pixel Part Segmentation. 3DV , 2021 link

  • 12. Karim Abou Zeid. Joint Transformer. HANDS@ICCVW , 2023 link

Algorithm AAE MPJPE_RA_H MPJPE_RA_L MPJPE_RA_R MRRPE_R_L MRRPE_R_O SUCCESS_RATE CDEV_HO MDEV_H ACC_H ACC_O AVG_HO AVG_OH ACC_OH ACC_HO CD_H CD_ICP CD_L CD_R F10_ICP F5_ICP
HMR-ResNet50-ego [1] 6.10 20.32 0.00 0.00 32.32 34.64 48.99 43.20 9.71 4.74 8.09 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
ArcticNet-SF [2] 6.39 19.18 0.00 0.00 28.31 36.16 53.89 44.71 11.80 5.03 9.15 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
DIGIT-ResNet50 [10] 6.65 18.01 0.00 0.00 26.16 33.22 48.94 43.13 9.55 4.13 8.12 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
DIGIT-HRNet [11] 6.60 16.74 0.00 0.00 25.49 32.61 53.33 41.31 9.48 4.01 8.32 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
JointTransformer [12] 4.44 16.33 0.00 0.00 26.07 26.2274.0732.56 11.34 5.52 8.68 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
AmbiguousHands_6 [13] 4.74 15.72 0.00 0.00 23.88 26.93 73.19 34.55 9.85 4.007.34 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

References

  • 1. Anonymous submission

  • 2. Zicong Fan, Omid Taheri, Dimitrios Tzionas, Muhammed Kocabas, Manuel Kaufmann, Michael J. Black, Otmar Hilliges. ARCTIC: A Dataset for Dexterous Bimanual Hand-Object Manipulation. CVPR , 2023 link

  • 10. Zicong Fan, Adrian Spurr, Muhammed Kocabas, Siyu Tang, Michael J. Black, Otmar Hilliges. Learning to Disambiguate Strongly Interacting Hands via Probabilistic Per-Pixel Part Segmentation. 3DV , 2021 link

  • 11. Zicong Fan, Adrian Spurr, Muhammed Kocabas, Siyu Tang, Michael J. Black, Otmar Hilliges. Learning to Disambiguate Strongly Interacting Hands via Probabilistic Per-Pixel Part Segmentation. 3DV , 2021 link

  • 12. Karim Abou Zeid. Joint Transformer. HANDS@ICCVW , 2023 link

  • 13. Anonymous submission

Algorithm AAE MPJPE_RA_H MPJPE_RA_L MPJPE_RA_R MRRPE_R_L MRRPE_R_O SUCCESS_RATE CDEV_HO MDEV_H ACC_H ACC_O AVG_HO AVG_OH ACC_OH ACC_HO CD_H CD_ICP CD_L CD_R F10_ICP F5_ICP
InterField-SF [4] 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 8.999.962.662.67 0.00 0.00 0.00 0.00 0.00 0.00

References

  • 4. Zicong Fan, Omid Taheri, Dimitrios Tzionas, Muhammed Kocabas, Manuel Kaufmann, Michael J. Black, Otmar Hilliges. ARCTIC: A Dataset for Dexterous Bimanual Hand-Object Manipulation. CVPR , 2023 link

Algorithm AAE MPJPE_RA_H MPJPE_RA_L MPJPE_RA_R MRRPE_R_L MRRPE_R_O SUCCESS_RATE CDEV_HO MDEV_H ACC_H ACC_O AVG_HO AVG_OH ACC_OH ACC_HO CD_H CD_ICP CD_L CD_R F10_ICP F5_ICP
InterField-SF [4] 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 8.189.211.982.09 0.00 0.00 0.00 0.00 0.00 0.00

References

  • 4. Zicong Fan, Omid Taheri, Dimitrios Tzionas, Muhammed Kocabas, Manuel Kaufmann, Michael J. Black, Otmar Hilliges. ARCTIC: A Dataset for Dexterous Bimanual Hand-Object Manipulation. CVPR , 2023 link

Algorithm AAE MPJPE_RA_H MPJPE_RA_L MPJPE_RA_R MRRPE_R_L MRRPE_R_O SUCCESS_RATE CDEV_HO MDEV_H ACC_H ACC_O AVG_HO AVG_OH ACC_OH ACC_HO CD_H CD_ICP CD_L CD_R F10_ICP F5_ICP
HOLD [5] 0.00 25.91 27.13 24.70 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 114.73 2.07 105.92 123.54 63.9237.13
ACE [6] 0.00 25.2926.8823.71 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 100.33 2.03 97.96 102.71 69.40 44.35
UVHANDS [7] 0.00 35.14 34.17 36.10 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 38.691.3646.1131.28 81.78 56.41

References

  • 5. Zicong Fan, Maria Parelli, Maria Eleni Kadoglou, Muhammed Kocabas, Xu Chen, Michael J. Black, Otmar Hilliges. HOLD: Category-agnostic 3D Reconstruction of Interacting Hands and Objects from Video. CVPR , 2024 link

  • 6. Congsheng Xu, Yitian Liu, Yi Cui, Yichao Yan. anonyous.

  • 7. Jeongwan On, Kyeonghwan Gwak, Gunyoung Kang, Hyein Hwang, Soohyun Hwang, Junuk Cha, Jaewook Han, Seungryul Baek. anonyous.