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| 1 | Hidden Two-Stream Collaborative Learning Network for Action Recognition显示文摘The two-stream convolutional neural network exhibits excellent performance in the video action recognition.The crux of the matter is to use the frames already clipped by the videos and the optical flow images pre-extracted by the frames,to train a model each,and to finally integrate the outputs of the two models.Nevertheless,the reliance on the pre-extraction of the optical flow impedes the efficiency of action recognition,and the temporal and the spatial streams are just simply fused at the ends,with one stream failing and the other stream succeeding.We propose a novel hidden two-stream collaborative(HTSC)learning network that masks the steps of extracting the optical flow in the network and greatly speeds up the action recognition.Based on the two-stream method,the two-stream collaborative learning model captures the interaction of the temporal and spatial features to greatly enhance the accuracy of recognition.Our proposed method is highly capable of achieving the balance of efficiency and precision on large-scale video action recognition datasets. | Shuren Zhou Le Chen Vijayan Sugumaran | 2020 | Computers, Materials & Continua2020，，6： | 3 |
| 2 | The majority of prophenoloxidase in the hemolymph of Manduca Sexta is present in the plasma and not in the hemocytes 显示文摘 | Saul S J Liu B Sugumaran M | 1987 | Dev Comp Immune1987，11，3： | 1 |
| 3 | Statistical studies on high molecular weight pullulan production in solid state fermentation using jack fruit seed 显示文摘 | Sugumaran K R Sindhu R V Sukanya S | 2013 | Carbohydrate Polymers2013，98，1： | 1 |
| 4 | A semiotic metrics suite for assessing the quality of ontologies 显示文摘 | Burton-Jones A Storey V C Sugumaran V | 2005 | Data & Knowledge Engineering2005，55，1： | 1 |
| 5 | A middleware for information processing in mobile computing platforms显示文摘 | Shriram R Vijayan Sugumaran Vivekanandan K | 2008 | International Journal of Mobile Communications2008，6，5： | 1 |
| 6 | Ontologies for conceptual, modeling: their creation, use, and management显示文摘 | Sugumaran V Storey V C | 2002 | Data & Knowledge Engineering2002，，42： | 1 |
| 7 | Prophenoloxidase activation in the hemolymph of Sarcophaga bullata larvae显示文摘 | Saul S J Sugumaran M | 1988 | Arch Insect Biochem Physiol1988，，7： | 1 |
| 8 | Classification of Iowa wetlands using an airborne hyperspectral image:A comparison of the spectral angle mapper classifier and an object-oriented approach显示文摘 | HARKEN J SUGUMARAN R | 2005 | Canadian Journal of Remote Sensing2005，31，2： | 1 |
| 9 | Molecular cloning and characterization of a human uronyl 2-sulfotransferase that sulfates iduronyl and glucurony residues in dermatan/chondroitin sulfate 显示文摘 | Kobayashi M Sugumaran G Liu J | 1999 | J Biol Chem1999，274，10： | 1 |
| 10 | Designing multi-agent systems: a framework and application显示文摘 | Park S Sugumaran V | 2005 | Expert Systems with Application2005，28，2： | 1 |
| 11 | Tyrosinase Catalyzes an Unusual Oxidative Decarboxylation of 3,4-Dihydroxymandelate显示文摘 | Sugumaran M | 1986 | Biochemistry1986，25，16： | 1 |
| 12 | Synthesis, characterization and applications of polyurethane aryl cya- nate ester resin显示文摘 | Pazhanikumar T Sivasankar B Sugumaran T | 2007 | High Perform Polym2007，19，1： | 1 |
| 13 | Multi component fault diagnosis of rotational mechanical system based on decision tree and support vector machine显示文摘 | Saimurugan M Ramachandran K L Sugumaran V | 2011 | Expert Systems with Applications2011，38，4： | 1 |
| 14 | Feature extraction using wavelets and classification through decision tree algorithm for fault diagnosis of mono-block centrifugal pump 显示文摘 | MURALIDHARAN V SUGUMARAN V | 2013 | Measurement2013，46，1： | 1 |
| 15 | Characterization of a new phenoloxidase inhibitor from the cuticle of Manduca sexta 显示文摘 | SUGUMARAN M NELLAIAPPAN K | 2000 | Biochem Biophys Res Commun2000，268，2： | 1 |
| 16 | Misfire Identification in a Four-Stroke Four-Cylinder Pet-rol Engine Using Decision Tree显示文摘 | Devasenapati S Sugumaran Babu V Ramachandran K I | 2010 | Expert Sys-tems with Applications2010，37，3： | 1 |
| 17 | Machine learning approach for automated visual inspection of machine components显示文摘 | RAVIKUMAR S RAMACHANDRAN K I SUGUMARAN V | 2011 | Expert Systems with Applications2011，38，4： | 1 |
| 18 | Ontologies for Conceptual Modeling: Their Creation, Use and Management 显示文摘 | Sugumaran V Storey V C | 2002 | Data&Knowledge Engineering2002，，42： | 1 |
| 19 | Characterization of a New Phenoloxidase Inhibitor from the Cuticle of Manduca Sexta 显示文摘 | Sugumaran M Nellaiappan K | 2000 | Biochemical and Biophysical Research Communications2000，268，2： | 1 |
| 20 | A state-of-art in R- tree variants for spatial indexing显示文摘 | Lakshmi Balasubramanian Sugumaran M | 2012 | International Journal of Computer Applications2012，42，20： | 1 |
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