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| 1 | A Weakly Supervised Deep Learning Framework for Sorghum Head Detection and Counting显示文摘The yield of cereal crops such as sorghum(Sorghum bicolor L.Moench)depends on the distribution of crop-heads in varying branching arrangements.Therefore,counting the head number per unit area is critical for plant breeders to correlate with the genotypic variation in a specific breeding field.However,measuring such phenotypic traitsmanually is an extremely labor-intensive process and suffers from low efficiency and human errors.Moreover,the process is almost infeasible for large-scale breeding plantations or experiments.Machine learning-based approaches like deep convolutional neural network(CNN)based object detectors are promising tools for efficient object detection and counting.However,a significant limitation of such deep learningbased approaches is that they typically require a massive amount of hand-labeled images for training,which is still a tedious process.Here,we propose an active learning inspired weakly supervised deep learning framework for sorghum head detection and counting from UAV-based images.We demonstrate that it is possible to significantly reduce human labeling effort without compromising final model performance(��2 between human count and machine count is 0.88)by using a semitrained CNN model(i.e.,trained with limited labeled data)to perform synthetic annotation.In addition,we also visualize key features that the network learns.This improves trustworthiness by enabling users to better understand and trust the decisions that the trained deep learning model makes. | Sambuddha Ghosal Bangyou Zheng Scott CChapman Andries BPotgieter David RJordan Xuemin Wang Asheesh KSingh Arti Singh Masayuki Hirafuji Seishi Ninomiya Baskar Ganapathysubramanian Soumik Sarkar Wei Guo | 2019 | Plant Phenomics2019，1，1： | 16 |
| 2 | Wireless sensor network survey显示文摘 | Jennifer Yick Biswanath Mukherjee Dipak Ghosal | 2008 | Computer Networks2008，，12： | 5 |
| 3 | WISE USE OF WETLAND FOR SUSTAINABLE LIVELIHOOD THROUGH PARTICIPATORY APPROACH:A CASE OF ADAPTING TO CLIMATE CHANGE显示文摘The facts showed that the number of unemployment people is increasing and a large part of them live in the low-lying areas to be facing the challenge from impacts of climate change. So adaptive capacity of the poverty level for sustainable livelihood in vulnerable wetlands is related to coping with local climate change. This paper focuses on soil-less agriculture (Hydroponics) as an alternative source of livelihood means for the communities having no lands for cultivation. Approximately half of Bangladesh is covered with wetlands. The prospect of enormous productivity lies in the development of wetland resources. The soil-less agriculture is an indigenous practice in the middle of southwestern part of Bangladesh. The people who lives within the wetland ecosystems uses locally available paddy straws, water hyacinths and various invasively aquatic plants for making the floating mat or organic bed on which crops, vegetables and seedlings are grown. The productivity of this farming system is much higher than that of terrestrials agricultural and the system can support fisheries of open water. The compost generated from organic refuse bed is a kind of enriched nutrient and can act as a soil conditioner. It would be a major source of nutrients in aquaculture as well. The system is capable to ensure more agriculture production by restoring wetlands from aquatic invasive plant. In addition, the technology included of the system is friendly to ecosystem of wetlands. | Haq A H M Rezaul Tapan Kumar Ghosal Pritam Ghosh M Aminul Islam | 2005 | 湿地科学2005，3，3： | 4 |
| 4 | Wireless sensor network survey显示文摘 | Jennifer Yick Biswanath Mukherjee Dipak Ghosal | 2008 | Computer Networks2008，，12： | 2 |
| 5 | Effect of fish oil on offensive and defensive factors in gastric ulceration in rats 显示文摘 | Bhattacharya A Ghosal S Bhattacharya SK | 2006 | Prostaglandins Leukot Essent Fatty Acids2006，74，2： | 1 |
| 6 | A correlation for calculating HHV from proximate analysis of solid fuels 显示文摘 | Parikh J Channiwala S A Ghosal G K | 2005 | Fuel2005，84，5： | 1 |
| 7 | Modeling and ex- perimental validation of a greenhouse with evaporative cooling by moving water film over external shade cloth 显示文摘 | Ghosal M K Tiwari G N Srivastava N S L | 2003 | Energy and Buildings2003，35，： | 1 |
| 8 | Wireless sensor network survey显示文摘 | YICK J MUKHERIEE B GHOSAL D | 2008 | Comp Netw2008，52，12： | 1 |
| 9 | Free and glucosyloxy acetophenones from Pancratium biflorum 显示文摘 | Ghosal S Mittal P Kumar Y | 1989 | Phytochemistry1989，28，11： | 1 |
| 10 | Free and glucosyloxy aceto-phnones from Pancratium biflorum 显示文摘 | Shibnath Ghosal Peeyush Mittal | 1989 | Phytochemistry1989，28，11： | 1 |
| 11 | Stereoselective totalsynthesis of Jaspine B ( pachastrissamine) utilizing iodocycliza-tion and an investigation of its cytotoxic activity 显示文摘 | GHOSAL P AJAY S MEENA S | 2013 | Tetrahed-ron Asymmetry2013，24，15： | 1 |
| 12 | Mixed Schwannoma with meningioma-report on 2 cases of unusual tumor with review of literature 显示文摘 | Ghosal N Kumaran SP Furtado SV | 2012 | Clin Neuropathol2012，31，5： | 1 |
| 13 | Modeling of slip for wheeled mobile robots显示文摘 | GHOSAL A | 1995 | IEEE Transactions on Robotics and Automation1995，11，1： | 1 |
| 14 | Influence of Fe and Ni on creep of near a-Ti alloy IMI834显示文摘 | MISHRA H GHOSAL P NANDY T K SAGAR P K | 2005 | Materials Science and Engineering A2005，399，： | 1 |
| 15 | Modeling and experimental validation of a greenhouse with evaporative cooling by moving water film over external shade cloth显示文摘 | Ghosal M K Tiwari G N Srivastava N S L | 2003 | Energy and Building2003，35，1： | 1 |
| 16 | Comparison of the assumed modes and finite element modes for flexible multilink manipulators显示文摘 | Theodore R J Ghosal A | 1995 | International Journal of Robotics Research1995，14，2： | 1 |
| 17 | Wireless sensor network survey显示文摘 | Yick J Mukherjee B Ghosal D | 2008 | Computer Networks2008，52，： | 1 |
| 18 | Characterization of bread dough: Rheological properties and microstrueture 显示文摘 | UPADHYAY R GHOSAL D MEHRA A | 2012 | Journal of Food Engineering2012，109，1： | 1 |
| 19 | A correlation for calculating elemental composition from proximate analysis of biomass materials 显示文摘 | Parikh J Channiwala S A Ghosal G K | 2007 | Fuel2007，6，： | 1 |
| 20 | Wireless sen- sor networks survey 显示文摘 | Yiek Jennifer Mukherjee Biswanath Ghosal Dipak | 2008 | Computer Networks2008，52，12： | 1 |
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