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What leads to generalization of object proposals? [article]

Rui Wang, Dhruv Mahajan, Vignesh Ramanathan
2020 arXiv   pre-print
Object proposal generation is often the first step in many detection models. It is lucrative to train a good proposal model, that generalizes to unseen classes.  ...  We also demonstrate that Faster R-CNN model leads to better generalization of proposals compared to a single-stage network like RetinaNet.  ...  We answer several questions about dataset properties and modeling choices required for generalized proposals: -What are the properties of object classes to ensure generalization of proposals from a model  ... 
arXiv:2008.05700v1 fatcat:bmma7qzhfvg27f546xvsk6yipi


Rivan Ardi Yuniangga
and objectives.  ...  The results obtained from this research are that with the existence of a proposal, every activity carried out will feel more helpful and light because the proposal can be used as a forum to convey meanings  ...  What is meant by the draft program evaluation proposal? 2. How is the draft general program evaluation proposal? 2. How is the service program evaluation proposal draft? 3.  ... 
doi:10.36526/sosioedukasi.v9i2.1063 fatcat:bugthggijnh33cwelr6byvkasm

G.M.C. proposals

C. Hodes
1969 BMJ (Clinical Research Edition)  
It is true this report saw the future general practitioner as a " specialist in his own right " (paragraph 114), but there is a growing number of us who object to being called specialists when we are indeed  ...  Unless the B.M.A. are prepared to protect me from the proposed levies and registration fees, I am not prepared to renew my subscription.-I am, etc., R. G. WATSON. Dartford, Kent. What Did Todd Say ?  ... 
doi:10.1136/bmj.4.5681.499-b fatcat:5ljvbaykovh7tjajkoinyw4cqi

Proposed Resolutions

1970 PS: Political Science and Politics  
of the official persuasion have repeatedly shown their inability to understand what the Caucus is all about.  ...  If we are going to continue to have internship programs, then at least let us debate what organizations we wish to supply aid to, and why.  ... 
doi:10.1017/s1049096500029292 fatcat:ezxfg3e255djnnxwdnezzzguea

Challenge proposal

Max Schäfer, Torbjörn Ekman, Oege de Moor
2008 Proceedings of the 3rd workshop on Programming languages meets program verification - PLPV '09  
Even extensively tested industrial-strength refactoring engines, however, are fraught with many bugs that lead to incorrect, non-behaviour preserving transformations.  ...  programmer should not have to inspect every individual change to ensure that the transformation went as expected.  ...  We thus propose to abandon the correctness criterion of behaviour preservation.  ... 
doi:10.1145/1481848.1481859 dblp:conf/plpv/SchaferEM09 fatcat:e66bjrk4rjhcnhqzb4dmtznmpi

Wright CAREER proposal [article]

April Wright
2020 Zenodo  
2020 funded CAREER proposal for Wright, April  ...  ., 2014) model the process of speciation, extinction, and sampling that leads to what is termed the 'observed tree.'  ...  That is, are the models capturing crucial features of the generating process that lead to our data?  ... 
doi:10.5281/zenodo.4323127 fatcat:f5lkb4d3hfagphmhrjrahwpjzq

ReMASE Proposal

Joao Filipe Matos
2022 Zenodo  
Project proposal  ...  c) what key research competences are present in the learning objectives of the research methods courses? d) what is the place and role of scientific writing in the courses?  ...  g) what principles underly the choice for learning objectives, themes, working methodologies and forms of assessment?  ... 
doi:10.5281/zenodo.6207161 fatcat:2fkss7keu5aithoacnhkpwuhta

Video object proposals

Gilad Sharir, Tinne Tuytelaars
2012 2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops  
In this paper, we extend a recently proposed method for generic object detection in images, category-independent object proposals, to the case of video.  ...  Running multiple segmentations and ranking the segments based on the likelihood that they correspond to an object, yields our final set of video object proposals.  ...  objects in the scene than what they propose.  ... 
doi:10.1109/cvprw.2012.6239254 dblp:conf/cvpr/SharirT12 fatcat:fovuprh4zrct3f3mg752vgpsd4

Proposed Collum Memorial

L. Lloyd, C. T. Bishop
1896 BMJ (Clinical Research Edition)  
to the Committee in its difficult and novel undertaking, and encouraged me to carry on what so many have told me was a hopeless struggle, and whicn, but for the kindness of many fiiends and such generous  ...  Knowsley Thornton for his kind recognition of my contribution to' establishmenit of " hepatotomy," but I wish it distinctly to be understood [that. whilst it may be said that I " followed Lindemann's lead  ... 
doi:10.1136/bmj.1.1836.629-b fatcat:ydjjsyqiy5dy7kpdegvutrdbvm


1896 The Lancet  
Barnum, earned world-wide fame by introducing into his" shows " objects of the " greatest onearth " kind.  ...  Ralfe first commenced to write in this journal, and many a valuable contribution in our leading columns, in the reports of Commissions, and in literary reviews, came from his pen.  ... 
doi:10.1016/s0140-6736(01)70713-1 fatcat:ynlztkjq3nhn3co6litbviyqo4


2005 Deakin Law Review  
and Clarke, two Australian academics, develop a modest proposal for the justification of torture under excep- tional circumstances.  ...  Furthermore, when the actual "defence of torture" is examined, it is shown to be illogical, incoherent, and lacking any sophisticated under- standing of the nature, purpose, or effects of torture.  ...  In general, the scholars of what is called "harm minimization" do not dare to contend that a more open approach to drugs will lead to less use; only that it will dramatically improve the social and health  ... 
doi:10.21153/dlr2005vol10no2art297 fatcat:o5dc74oweng4jhf6yae7w5ss3a

Nuclear war proposal

J B Carter
1984 Canadian veterinary journal  
The main objection to the proposal appears to be that they are concerned that it will lead to unilateral disarmament on the part of western nations.  ...  What evidence has Dr.  ... 
pmid:17422393 pmcid:PMC1790546 fatcat:2de76gxbjndvffeu6idv7p2zdm

PUNCH4NFDI Consortium Proposal

The PUNCH4NFDI Consortium
2020 Zenodo  
fields of science.  ...  In its efforts, the consortium reaches out to the entire NFDI and beyond and is fully integrated into European and international endeavours, always looking for synergies with other initiatives and other  ...  [24] , such joint analyses often lead to dramatic improvements over what any single experiment can achieve through the process of degeneracy breaking.  ... 
doi:10.5281/zenodo.5722894 fatcat:mfcvk55kqvgsthkp6dnxqyiyve


1849 The Lancet  
After all, what is the scheme proposed ? What does the great " concession" consist of, which is to satisfy " thousands" of the insulted members ?  ...  It is merely an application to the Crown for leave to make another batch of fellows, selected out of those members who are now of twenty years' standing; and the object of it is to admit to the fellowship  ... 
doi:10.1016/s0140-6736(02)71805-9 fatcat:zgjo3g5yi5aj7au6zbq323mpmi

Writing research proposal

S .Vasanthakumari
2021 Zenodo  
A research proposal is a written document specifying what a researcher intends to study and written before beginning the research which communicate research problem and proposed methods of solving it.  ...  Purpose of a Research Proposal is to convince the organization and readers .Characteristics need to be based on attention, interest, desire and action.  ...  Disclosure of conflict of interest Author declares that there are no conflicts of interest in any form.  ... 
doi:10.5281/zenodo.4733614 fatcat:z6snaaxegveqldoa7zeerwib2i
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