Counting Apples and Oranges with Deep Learning: A Data-Driven Approach

IEEE Robotics and Automation Letters

Volumn 2, Issue 2, 2017, Pages 781-788

  Chen, Steven W ^a   Shivakumar, Shreyas S ^a   Dcunha, Sandeep ^b   Das, Jnaneshwar ^a   Okon, Edidiong ^a   Qu, Chao ^a   Taylor, Camillo J ^a   Kumar, Vijay ^a  

^a UNIVERSITY OF PENNSYLVANIA   (United States)

^b UNIVERSITY OF MASSACHUSETTS   (United States)

Author keywords

Agricultural automation; categorization; object detection; segmentation; Visual learning

Indexed keywords

CITRUS FRUITS; CONVOLUTION; IMAGE SEGMENTATION; LINEAR REGRESSION; OBJECT DETECTION; PIPELINES;

CATEGORIZATION; CONVOLUTIONAL NETWORKS; CROWDSOURCING PLATFORMS; DATA-DRIVEN APPROACH; ILLUMINATION CHANGES; LINEAR REGRESSION MODELS; UNSTRUCTURED ENVIRONMENTS; VISUAL LEARNING;

DEEP LEARNING;

EID: 85028676918     PISSN: None     EISSN: 23773766     Source Type: Journal    
DOI: 10.1109/LRA.2017.2651944     Document Type: Article

References (16)

1. M. Hersch and A. Billard, "Reaching with multi-referential dynamical systems, " Auton. Robots, vol. 25, no. 1-2, pp. 71-83, 2008, doi: 10. 1007/s10514-007-9070-7.
2. H. Hoffmann, P. Pastor, D. H. Park, S. Schaal, "Biologically-inspired dynamical systems for movement generation: Automatic real-time goal adaptation and obstacle avoidance, " in Proc. IEEE Int. Conf. Robot. Autom., 2009, pp. 2587-2592, doi: 10. 1109/ROBOT. 2009. 5152423.
3. S. M. Khansari-zadeh and A. Billard, "Learning stable nonlinear dynamical systems with gaussian mixture models, " IEEE Trans. Robot., vol. 27, no. 5, pp. 943-957, Oct. 2011.
4. A. J. Ijspeert, J. Nakanishi, S. Schaal, "Learning attractor landscapes for learning motor primitives, " in Proc. Adv. Neural Inf. Process. Syst., 2002, vol. 15, pp. 1547-1554.
5. S. M. Khansari-Zadeh and A. Billard, "A dynamical system approach to realtime obstacle avoidance, " Auton. Robots, vol. 32, no. 4, pp. 433-454, 2012, doi: 10. 1007/s10514-012-9287-y.
6. B. Siciliano and O. Khatib, Springer Handbook of Robotics. New York, NY, USA: Springer-Verlag, 2007.
7. O. Kanoun, F. Lamiraux, P.-B. Wieber, "Kinematic control of redundant manipulators: Generalizing the task-priority framework to inequality task, " IEEE Trans. Robot., vol. 27, no. 4, pp. 785-792, Aug. 2011, doi: 10. 1109/TRO. 2011. 2142450.
8. A. Escande, N. Mansard, P.-B. Wieber, "Hierarchical quadratic programming: Fast online humanoid-robot motion generation, " Int. J. Robot. Res., vol. 33, no. 7, pp. 1006-1028, 2014, doi: 10. 1177/0278364914521306.
9. F. Flacco, A. D. Luca, O. Khatib, "Motion control of redundant robots under joint constraints: Saturation in the null space, " in Proc. IEEE Int. Conf. Robot. Autom., 2012, pp. 285-292.
10. A. Atawnih, D. Papageorgiou, Z. Doulgeri, "Kinematic control of redundant robots with guaranteed joint limit avoidance, " Robot. Auton. Syst., vol. 79, pp. 122-131, 2016, doi: 10. 1016/j. robot. 2016. 01. 006.
11. C. Bechlioulis and G. Rovithakis, "Robust adaptive control of feedback linearizable MIMO nonlinear systems with prescribed performance, " IEEE Trans. Automat. Control, vol. 53, no. 9, pp. 2090-2099, Oct. 2008.
12. Y. Karayiannidis and Z. Doulgeri, "Model-free robot joint position regulation and tracking with prescribed performance guarantees, " Robot. Auton. Syst., vol. 60, pp. 214-226, 2012.
13. Y. Karayiannidis, D. Papageorgiou, Z. Doulgeri, "A model-free controller for guaranteed prescribed performance tracking of both robot joint positions and velocities, " IEEE Robot. Autom. Lett., vol. 1, no. 1, pp. 267-273, Jan. 2016, doi: 10. 1109/LRA. 2016. 2516245.
14. A. Theodorakopoulos, G. A. Rovithakis, Z. Doulgeri, "An impedance control modification guaranteeing compliance strictly within preselected spatial limits, " in Proc. 2015 IEEE/RSJ Int. Conf. Intell. Robots Syst., 2015, pp. 2210-2215, doi: 10. 1109/IROS. 2015. 7353673.
15. D. Bullock and S. Grossberg, "Neural dynamics of planned arm movements: Emergent invariants and speed-accuracy properties during trajectory formation, " Psychol. Rev., vol. 95, no. 1, pp. 49-90, 1988.
16. V. Bargsten, P. Zometa, R. Findeisen, "Modeling, parameter identification and model-based control of a lightweight robotic manipulator, " in Proc. 2013 IEEE Int. Conf. Control Appl., 2013, pp. 134-139, doi: 10. 1109/CCA. 2013. 6662756.