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Filtration and Distillation: Enhancing Region Attention for Fine-Grained Visual Categorization

Chuanbin Liu, Hongtao Xie, Zheng-Jun Zha, Lingfeng Ma, Lingyun Yu, Yongdong Zhang
2020 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
Delicate attention of the discriminative regions plays a critical role in Fine-Grained Visual Categorization (FGVC).  ...  To address the above issues, in this paper, we propose a novel "Filtration and Distillation Learning" (FDL) model to enhance the region attention of discriminate parts for FGVC.  ...  Conclusion In this paper, we present a novel Filtration and Distillation Learning (FDL) attention model to enhance region attention for fine-grained visual categorization.  ... 
doi:10.1609/aaai.v34i07.6822 fatcat:bsypoxkne5fpfcm26kot7nlxq4

Transformer with Peak Suppression and Knowledge Guidance for Fine-grained Image Recognition [article]

Xinda Liu, Lili Wang, Xiaoguang Han
2021 arXiv   pre-print
This module penalizes the attention to the most discriminative parts in the feature learning process, therefore, enhancing the information exploitation of the neglected regions.  ...  In this paper, we analyze the difficulties of fine-grained image recognition from a new perspective and propose a transformer architecture with the peak suppression module and knowledge guidance module  ...  regions which are helpful for the fine-grained categorization. • BiM-PMA [52] : Progressive mask attention model by leveraging both visual and language modalities. • CIN [53] : Channel interaction network  ... 
arXiv:2107.06538v2 fatcat:p4bjvwr45vh3fm2cfjm5byjxdm

Remote Sensing Cross-Modal Text-Image Retrieval Based on Global and Local Information

Zhiqiang Yuan, Wenkai Zhang, Changyuan Tian, Xuee Rong, Zhengyuan Zhang, Hongqi Wang, Kun Fu, Xian Sun
2022 IEEE Transactions on Geoscience and Remote Sensing  
matrix and the enhanced adjacency matrix (DREA) are devised to assist GCN in producing superior local representations.  ...  MIDF leverages local information to correct global information, utilizes global information to supplement local information, and uses the dynamic addition of the two to generate prominent visual representation  ...  [38] designed the context graph attention network for ground-based RS cloud classification. For multi-label RS scene categorization, Kang et al.  ... 
doi:10.1109/tgrs.2022.3163706 fatcat:ykp6c4gp6rhtzo4ga7sxezndy4

Drinking Water Treatment Technology—Comparative Analysis [chapter]

Chittaranjan Ray, Ravi Jain
2011 Drinking Water Treatment  
For the developing regions of the world, small membrane systems have most applications. Solar distillation is a low-cost technology for sunny regions of the world.  ...  Also, case studies of natural (riverbank and lakebank) filtration, membrane filtration, solar distillation, and solar pasteurization are presented.  ...  Membrane Filtration in Singapore Due to the worldwide shortages of water and growing demand for fresh water supplies, the process of desalinating water has gained more attention.  ... 
doi:10.1007/978-94-007-1104-4_2 fatcat:nqmc7d633jey7nvbuaa52u3hju

Origins of Flavour in Whiskies and a Revised Flavour Wheel: a Review

K.-Y. Monica Lee, Alistair Paterson, John R. Piggott, Graeme D. Richardson
2001 Journal of the Institute of Brewing  
The nature and origins offlavour in whiskies are reviewed with the aim of developing a revised and simplified flavour wheel for training of sensory assessors.  ...  Although consumers use simple recognition judgements on whisky flavour in categorical assimilation, industry has a requirement for monitoring spirit quality that necessitates a more reductionist approach  ...  Such judgements also employ pattern recognition221 with collections of stimuli from sensory systems (visual, olfactory, gustatory and chemesthesis), integrating in specific brain regions to form macroscopic  ... 
doi:10.1002/j.2050-0416.2001.tb00099.x fatcat:vtmndcf5w5eklfhyld6n5ho724

Enzymatic and acid conversion of new starches from improved orphan crops: prospects for renewable materials uses in food and non-food industries

Ginette Doué, Micaël Bédikou, Gisèle Koua, Rose-Monde Mégnanou, Sébastien Niamké
2014 SpringerPlus  
Results of the enzymatic hydrolysis have highlighted the possibility of the use of V 4 and V 64 , which can be labelled as "dietary fibres", to enhance the organoleptic qualities of foods and for fibre  ...  and plastic industries for sustainable development.  ...  The authors are grateful to the National Agricultural Centre (CNRA) for cassava varieties.  ... 
doi:10.1186/2193-1801-3-498 pmid:25279291 pmcid:PMC4164672 fatcat:hs6aom45qvgbzg5l6qibh7capu

State-of-the-Art Organic- and Inorganic-Based Hollow Fiber Membranes in Liquid and Gas Applications: Looking Back and Beyond

Hui Shen Lau, Siew Kei Lau, Leong Sing Soh, Seang Uyin Hong, Xie Yuen Gok, Shouliang Yi, Wai Fen Yong
2022 Membranes  
Key findings on the utilization of hollow fiber membranes in microfiltration (MF), nanofiltration (NF), reverse osmosis (RO), forward osmosis (FO), pervaporation, gas and vapor separation, membrane distillation  ...  Membrane technology, owing to its simplicity, sustainability, and cost-effectiveness, has emerged as one of the favorable technologies for water and air purification.  ...  Following that, the sintering step is essential to convert loose fine particles into a coherent mass without melting to the point of liquefaction, resulting in the densification, grain coarsening, and  ... 
doi:10.3390/membranes12050539 pmid:35629866 pmcid:PMC9144028 fatcat:j7tko3y5jjfnblvfllihy73eta

Internal Cracks and Non-Metallic Inclusions as Root Causes of Casting Failure in Sugar Mill Roller Shafts

Muhammad Jamil, Aqib Mashood Khan, Hussien Hegab, Shoaib Sarfraz, Neeraj Sharma, Mozammel Mia, Munish Kumar Gupta, GuLong Zhao, H. Moustabchir, Catalin I. Pruncu
2019 Materials  
It requires careful manufacturing and testing in order to meet the stringent specification when it is used for applications under continuous fatigue and wear environments.  ...  For heavy industry, the manufacturing of such heavy parts (>600 mm diameter) is a challenge, owing to ease of occurrence of surface/subsurface cracks and inclusions that lead to the rejection of the final  ...  Aslam Khattak Heavy Mechanical Industry, Pakistan who assisted the authors with equipment, and the laboratory for experimentation. Also, the authors would like to acknowledge Prof.  ... 
doi:10.3390/ma12152474 pmid:31382614 pmcid:PMC6696102 fatcat:2of2rqvodvbwneza3esxyuswji

Comprehensive Review on Potential Contamination in Fuel Ethanol Production with Proposed Specific Guideline Criteria

Peerawat Wongsurakul, Mutsee Termtanun, Worapon Kiatkittipong, Jun Wei Lim, Kunlanan Kiatkittipong, Prasert Pavasant, Izumi Kumakiri, Suttichai Assabumrungrat
2022 Energies  
In addition to the inhibitors from pretreatment, chemicals used during the pretreatment and fermentation of byproducts may remain in the final product if they are not removed by ethanol distillation and  ...  Ethanol is a promising biofuel that can replace fossil fuel, mitigate greenhouse gas (GHG) emissions, and represent a renewable building block for biochemical production.  ...  could enhance chemical and enzyme accessibility.  ... 
doi:10.3390/en15092986 fatcat:lxu3i5e3kbapxny55w7ealrmc4

Geotechnical properties of hydrocarbon-contaminated soils: a comprehensive review

Hamid Rajabi, Mohammad Sharifipour
2018 Bulletin of Engineering Geology and the Environment  
P24, please number the equations and add () for the unit (%). Response: The number and parentheses were added. 8. P26L34-36, delete "see also," and replace (Jia et al. 2010) by (2010).  ...  etc. so that, for each specific geotechnical property, various alterations were reported in scientific literature.  ...  microaggregates of soil which forms weakened microstructures for fine-grained soils.  ... 
doi:10.1007/s10064-018-1343-1 fatcat:44f3oa4ykfhd5nsxgjq2obw36y

Developing ZnO Nanoparticle embedded Antimicrobial Starch Biofilm for Food Packaging [article]

Prakash Kumar, Sanjeev Gautam
2019 arXiv   pre-print
Starch based bio-films act as biodegradable packaging material for coating and wrapping food products, which is alternate to the synthetic polymer.  ...  The functional properties of the ZnO embedded starch film were enhanced with addition of 5\% citric acid solution(w/w) as cross-linker and 0.90 g glycerol(w/w) as plasticizer.  ...  Acknowledgments SAP (Special Assistance Program, UGC, Govt. of India) and TEQIP-III (MHRD, Govt. of India) grants for Panjab University Chandigarh (India) are duly acknowledged.  ... 
arXiv:1909.05083v1 fatcat:nnanqayjqnfdtnjg6kfbwsovmy

PMRs Utilizing Non–Pressure-Driven Membrane Techniques [chapter]

Giovanni Camera-Roda, Vittorio Loddo, Leonardo Palmisano, Francesco Parrino
2018 Current Trends and Future Developments on (Bio-) Membranes  
Appreciation also goes to UTM Research Management Centre for both financial and technical support. Acknowledgments The  ...  J090301.7846.4J176) and Universiti Teknologi Malaysia (UTM) through the Research University grants (Q.J130000.2446.03G37, Q.J130000.2546.12H22).  ...  and in chemical synthesis of fine chemicals.  ... 
doi:10.1016/b978-0-12-813549-5.00005-0 fatcat:nvtxsze6lvhupnvm6b45s57w2m

Dhanalakshmi Srinivasan College of Arts and Science for Women - A Special Issue

K. Sowmiya
2021 International Journal of Life Science and Pharma Research  
subject and oversee the editorial process for papers.This provide a great platform to promote the break through research works.The potentially advanced special issue focussing on biomedical application  ...  This Provide a platform for the researchers to publish their innovative research findings.It was discussed Antibacterial ,Antifungal, Anticancer, Antioxidant and Anticonventional activities..It also included  ...  ACKNOWLEDGEMENT The authors are thankful to the Principal and the Department of Zoology, Mar Ivanios College for timely help and valuable suggestions.  ... 
doi:10.22376/ijpbs/ijlpr/sp1/dec.2021.12.6.4-284 fatcat:qmw3hxwlwfc3zgyfwc234tfqn4

Improvement of Manganese Feroxyhyte's Surface Charge with Exchangeable Ca Ions to Maximize Cd and Pb Uptake from Water

Evgenios Kokkinos, Chasan Chousein, Konstantinos Simeonidis, Sandra Coles, Anastasios Zouboulis, Manassis Mitrakas
2020 Materials  
The developed Ca-modified adsorbent (denoted as TMFx-Ca) showed around 10% increase of negative surface charge density, reaching 2.0 mmol [H+]/g and enabling higher adsorption capacities for both Cd and  ...  The surface configuration of tetravalent manganese feroxyhyte (TMFx) was appropriately modified to achieve higher negative surface charge density and, hence, to improve its efficiency for the removal of  ...  Acknowledgments: SEM observations received funding from the EU H2020 research and innovation program under grant agreement No. 654360, having benefitted from the access provided by ICMAB-CSIC and Universitat  ... 
doi:10.3390/ma13071762 pmid:32283807 fatcat:fhx3mzyn2vbb3hemy3mbrhw3ea

Effect Of Kartodim 315ec (Dimethoate) and Lambda – (Cyhalothrin) On Electrolytes of Clarias Gariepinus

E.N Ogamba
2013 IOSR Journal of Environmental Science Toxicology and Food Technology  
For the kidney electrolytes, their was a significant (P<0.05) decrease in value with increased concentrations of Kartodim 315 EC, with the exception of sodium (Na + ) (P>0.05).  ...  The kidney and Liver electrolytes are all involved in general ion regulation and in cell membrane processes.  ...  Acknowledgement We are grateful to the staff of Federal Medical Centre Laboratories Yenagoa and Niger Delta University Post graduate Laboratories for assisting with sample analyses.  ... 
doi:10.9790/2402-0520104 fatcat:jscexgbr2bbwnnfeijn44kcpuy
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