Proposal Development for Research Funding Applications Professor Horace H S IP City University of Hong Kong CityU-AIMtech @2015 Research & Research Funding Preparation of research proposal The review process CityU-AIMtech @2015 In Teaching Transfer existing knowledge In Research Generate new knowledge CityU-AIMtech @2015 In Teaching-Research Nexus Research informs Teaching Inquiry-based Learning boosts Research CityU-AIMtech @2015 Why Research Funding (grants) $ for students / $$ RAs / $$$ post-docs $-$$$ for equipment $ for travel / time-off $-$$$ Subsidizing salaries (eg. USA) Generate new knowledge CityU-AIMtech @2015 ? Sources of Research Funding Research Grants Council (RGC) EGC / GRF / CRF / TRS Competitive Research Funding Schemes for the Local Self-financing Degree Sector IDS / I-IDS / Faculty Development Scheme (FDS) Innovation and Technology Commission (ITC) ITF / ARF Education Bureau (EDB) QEF / EDF / SCOLAR Food & Health Bureau (FHB) Health care & Promotion Fund CityU-AIMtech @2015 Organization of a Research Proposal CityU-AIMtech @2015 Major Sections of a Research Proposal Part I: Summary of Research Proposal • Project title • Primary Field / Secondary Field • Keywords • PI and Co-I / Project duration & summary of budget • Abstract of Research Part II: Details of the Research Proposal • Project Objectives • Background of Research • Work done by others • Work done by you • Research Plan and Methodology • References CityU-AIMtech @2015 Project Title Defining a research problem & what new knowledge to be generated CityU-AIMtech @2015 Spectrum of New Knowledge 1. Invent or develop new technique / insight / interpretation for a new problem / topic 2. Extend or modify existing techniques / insight / interpretation for a new problem / topic 3. Invent or develop a new technique / insight / interpretation for an existing problem / topic 4. Apply existing techniques / insight / interpretation for a new problem / topic 5. Extend or modify existing techniques / insight / interpretation for an existing problem / topic 6. Apply existing techniques / insight / interpretation for an existing problem / topic 1 high impact and high originality -> 6 low impact and low originality Source: Adapted from Dr. A Chan, CityU CityU-AIMtech @2015 When choosing a research problem…. Problem in a new area vs problem in a “well-researched” area Ask yourself: Have you worked on the problem/topic or a related problem/topic before? Are you familiar with the methods/techniques to be used or extended? Do you have any track-record (ie. Publications) in related areas? If all the above are negative, not likely to be successful for external competitive grant. Adapted from Dr. A Chan, CityU CityU-AIMtech @2015 Major Sections of a Research Proposal Part I: Summary of Research Proposal • Project title • Primary Field / Secondary Field • Keywords • PI and Co-I / Project duration & summary of budget • Abstract of Research Part II: Details of the Research Proposal • Project Objectives – long term impact + objectives • Background of Research • Work done by others • Work done by you • Research Plan and Methodology • References CityU-AIMtech @2015 Project Objectives Long-Term Impact State broad impact to society / HK / world Issues that lay-men would care about (eg. potential $ / lives / time saved / quality of life changed) Examples: Medical - early detection of a disease • save $$$ on medical expenses on cure • save millions of lives Internet - phishing (fake webpage) detection • Save potential loss of $$$ • Save potential loss of privacy Computer Vision - Crowd movement analysis • Early detection of dangerous situation • Save police time and effort • Save lives E-Health – safety bell • Save lives • Improve quality of life for old people • Save $$ on medical / home care CityU-AIMtech @2015 Project Objectives Long-Term Impact • Why it is important? • Why it is difficult? • Is there any existing or relevant work ? • What is the disadvantages / weaknesses of existing work? Adapted from Dr. A Chan, CityU Examples: Medical - early detection of a disease • Symptoms not obvious during early phrase • Symptoms similar to a less serious disease • No existing work or a solution to a related disease exists Internet – anti-phishing (fake website detection) • Look very much like the real one • Multi-lingual issues Computer Vision - Crowd movement analysis • Human body detection • Insufficient image resolution • Many moving person • Existing work too computationally intensive E-Health – safety bell • Ergonomic issue – inconvenient to carry around • Difficult to decide immobility • Existing work gives too many false-alarms CityU-AIMtech @2015 Project Objectives Long-Term Impact On the goal of the project • State clearly what is new • “ The main objective of the project is to investigate and develop new…, specifically we will focus on ….” • “…will tackle fundamental challenges in … through … a new approach” • “The proposed approach is expected to overcome existing weaknesses in…” • “The project will contribute towards the state-ofthe-art… in the following ways…” Adapted from Dr. A Chan, CityU CityU-AIMtech @2015 Project Objectives Objectives of the project gives the overall approach (series of steps/tasks) to achieve project goal: “ To achieve these goals, we will … (i)… (ii) … ” Objectives should be • • • • Clearly defined Achievable Itemized Interconnected CityU-AIMtech @2015 Background of the Research Objectives and long-term impact An example write-up: “Tubular tree-like objects are structures commonly found in in-vivo organisms, such complex structures are of particular interests to cardiologists, neuroscientists and developmental biologists. Extending and developing novel deformable model for tubular tree-like structures with a complex image background context is a big challenge but, at the same time, an open but exciting research problem for segmentation, registration and quantitative analysis of this class of objects. It should be noted that most deformable models in the past have been designed mainly either (a) to represent a single 2D or 3D object with relatively simple geometry… (b) to represent objects with a few non-intersecting components, … Such deformable models often failed for tree-like structures with twisty and mutually intersecting tubular branches… The main objective of the project is to investigate and develop deformable models that are particularly suitable for segmentation and morphological analysis of tubular tree-like objects. We will focus on developing a deformable model that incorporates geometric as well as texture features and a hierarchical deformation strategy to guide the model…” Source: from Horace Ip, CityU CityU-AIMtech @2015 How do I prepare what to put down… 1. Your knowledge of the research problem / field - to identify what are the (open/contemporary) problems in an area, who are the key players (research groups) 2. Your background studies of the selected research problem - literature review, critical analysis of the existing solutions/interpretations to identify weaknesses/limitations of existing solutions/arguments 3. Your brainstorming (or work) with fellow researchers, collaborators and research students – to come up with feasible approaches / solutions / preliminary results CityU-AIMtech @2015 Major Sections of a Research Proposal Part I: Summary of Research Proposal • Project title • Primary Field / Secondary Field • Keywords • PI and Co-I / Project duration & summary of budget • Abstract of Research Part II: Details of the Research Proposal • Project Objectives – long term impact + objectives • Background of Research • Work done by others • Work done by you • Research Plan and Methodology • References CityU-AIMtech @2015 Background of Research Work done by others • Result of your literature review - critical evaluation of previous/existing work/solutions • Literature references must be relevant & up to date • Mention their weaknesses and disadvantages CityU-AIMtech @2015 Background of Research Work done by others • Weaknesses of existing solutions may be due to • • • Not able to deal with certain type of data / new situations Performance efficiency or not scalable Require certain prior conditions / constraints to be met for them to work Examples: New situations: face recognition solutions (frontal, lighting, face angles, wear glasses or not, noise level, occlusion, image resolution, with gesture/neutral) Performance: Iterative solutions, computational complexity O(N**3) solution not scalable, lack of closed-form solution, Prior condition/constraints: Motion tracking solution (direction of motion, speed of motion), require manual setting solution parameters, need many training samples CityU-AIMtech @2015 Background of Research Work done by others An example write-up: “A flexible contour and surface model [KK, 2011*] was proposed based on hierarchical Fourier parametric descriptors… which can be used to segment 3D structures from tomographic brain images. However, they consider only surface of single object with spherical topology. More recently, an Adaptive-Focus Statistical Shape Model (AFSSM) has been reported for segmentation 3-D brain structures [SS, 2013]. This method is adaptive in that it initially focuses on the most reliable structures and then shifts focus on other structures. However, this model is not so suitable for tube-like branches since the affineinvariant geometric vectors… … a model with bend central axis curve coupled with vessel wall surface by Frangi et al [FF, 2010]. However, most of them use very complex parametrical equation therefore can only have the ability to represent few of vessels….” *Reference dates are arificially set to demonstrate the needs for recency” Source: from Horace Ip, CityU CityU-AIMtech @2015 Background of Research Work done by you • Show your track-record in the field / research problem • Summarize your past contributions in relevant areas with citations of your publication • Highlight your recent work in relevant area • Show your preliminary results, if any, for the proposed method • State how these work form a sound basis / strong foundation for this project CityU-AIMtech @2015 Background of Research Work done by you An example write-up: “The PI has pioneered some of the early work on affine-invariant active contour. The AI-snake developed by the PI in [Ip, et al., 1998] yields a new area-based shape representation scheme for active contour… More recently, the PI and his team have conducted preliminary research on the segmentation, registration and reconstruction of the 3D vasculature of the zebrafish embryo. We have developed an algorithm to enhance zebrafish vasculature structure from image sequences from confocal fluorescence microscope [Ip, et al. 2010a] and also proposed an automatic method to segment blood vessels of the caudal portion by digitally dissecting the volumetric set from multi-orientations [Ip, et al. 2012c]. An initial framework from data acquisition to 3D reconstruction and visualization has been designed [Ip, et al. 2012b]. *Reference dates are artificially set to demonstrate the needs for recency” Source: from Horace Ip, CityUCityU-AIMtech @2015 Background of the Research Work done by you An example write-up: “Although this approach produces some initial successes, however, it is clear that a more general and robust approach is needed for segmenting and analyzing complex tubular tree-like structures derived from different imaging sources. Particularly, the technique has to be scalable for running large experiments involving thousands of object samples in a typical genomic study.” “This motivates our current proposal to extend and develop statistical deformable model for tubular tree-like structures to provide a more efficient and robust segmentation process… Furthermore, these models are expected to support quantitative comparison of the shape or location changes among the branches within such structures.” Source: from Horace Ip, CityU CityU-AIMtech @2015 Major Sections of a Research Proposal Part I: Summary of Research Proposal • Project title • Primary Field / Secondary Field • Keywords • PI and Co-I / Project duration & summary of budget • Abstract of Research Part II: Details of the Research Proposal • Project Objectives – long term impact + objectives • Background of Research • Work done by others • Work done by you • Research Plan and Methodology • References CityU-AIMtech @2015 Research Plan & Methodology The most important section of your proposal (make or break of a proposal) • State clearly the goals of the project • “The main goals of this project is (a)…, (b)…, (c)…” • “The main trust of this project will focus on (a), (b), (c)” • “To achieve these goals, the work plan will compose of N tasks that follow the research objectives…” CityU-AIMtech @2015 Research Plan & Methodology An example write-up: [Our project Goal] “Though extensive hashing schemes have been put forward to rapidly returning approximate nearest neighbors, the performance of these paradigms is insufficent… especially the search accuracy for the huge collection real world images . Hence, we propose to investigate novel hashing paradigms so as to help bridge the gap between high performance and large scale datasets.” [Our research tasks] “The project consists of four tasks to accomplish the project goal: (1) low rank learning for hamming space from pairwise relationships consistency and nonlinear embedding con- tent consistency; (2) low rank representation of shared subspace learning for large-scale multi-label oriented constructions of binary codes; (3) hashing with Cauchy graph; (4) apply these new hashing paradigms to challenging million-scale image collections. The details for these tasks are described below…” Source: from Horace Ip, CityU CityU-AIMtech @2015 Research Plan & Methodology • • Describe the task for each objectives • What is your methodology for this task? • When you will do this task? • Why choose this methodology for this task? • You may break a task further into K sub-tasks For each task state: • Motivation • why is the task? what is the goal? • Number of subtasks for this task (if any) • For each task / subtask say: • Proposed Research • what will you do? • Preliminary Results (if any) • Eg. Show figures or result tables • Expected Contributions • impact to the specific field • impact to other areas or fields (model can be reused) • other useful outcomes: dataset, published code Adapted from Dr. A Chan, CityU CityU-AIMtech @2015 Research Plan & Methodology An example write-up (Tasks / Sub-tasks description) “The project consists of the following research objectives: 1) new probabilistic model for generating…; 2) new methods for fusing…; 3) relaxing the bounding-box input to achieve…; 4) applications of our algorithm to various problems in computer vision….” “Task 1 - Probabilistic Segmentation Model: The first task is to develop a probabilistic segmentation model. By using a Bayesian approach, we create a probability distribution….. This enables…” “Task 2 - Hypothesis Fusion via Similarity Voting: In this task, a new method, which we call similarity voting, will be developed to…. One possible implementation of similarity voting is to combine….. Figure 5 shows an example, where 15 different loose bounding boxes are tested…..” “Expected Contributions: The proposed project will make several contributions to fundamental problems in computer vision and machine learning. First, Task 1 results in a novel probabilistic model…. For Task 2, the proposed similarity voting could be applied to other machine learning problems. Task 3 will demonstrate that semi-automatic segmentation can be converted to a fully automatic procedure… “ Source: from Dr. A Chan, and Horace Ip, CityU CityU-AIMtech @2015 Research Plan & Methodology General Comments • Goal is to convince experts that the proposed approach will work • Can discuss alternate solutions to show you have considered other possible approaches • Show preliminary results, eg. figures, tables from trying out a simplified version of the approach on simplified dataset • Convince reviewers that the approach IS FEASIBLE CityU-AIMtech @2015 Major Sections of a Research Proposal Part I: Summary of Research Proposal • Project title • Primary Field / Secondary Field • Keywords • PI and Co-I / Project duration & summary of budget • Abstract of Research Part II: Details of the Research Proposal • Project Objectives – long term impact + objectives • Background of Research • Work done by others • Work done by you • Research Plan and Methodology • References CityU-AIMtech @2015 References General Comments • Cite relevant papers of others • to show you have solid knowledge and strong understanding of the background of the research problem • Cite recent papers of others • To show you are up to date with the literature, know the latest work and latest results (state of the art) • Cite your own relevant papers (recent and old) • To show your track-record in related areas • Old papers => long term contributions in field • New papers => an active researcher in the field CityU-AIMtech @2015 Track-record, Track-record, Track-record What if I am new to the area or junior? • Seek internal seed funding to do preliminary work to build up creditability • Seek Collaborator(s) (Co-I) to supplement the missing skills • Work with students on preliminary work CityU-AIMtech @2015 Project Budget General Comments • SRA vs RA • PhD, Master, postdoc • How many • 2 yrs vs 3 yrs • Depend on the tasks, consistent with the plan • Equipment • For general equipment, make sure it is not available already at your institution • Specialized equipment • Similar for software and dataset purchase • General Expenses • Conference registration and travel • The goal is to show cost-effectiveness CityU-AIMtech @2015 The Review Process CityU-AIMtech @2015 The Review Panel RGC has 5 subjects Panels for GRF 1. Biology and Medicine 2. Business Studies 3. Engineering • Subpanels: Computer Science, Electronic Engineering, Mechanical, Civil & Materials Engineering, System Design 4. Humanities & Social Sciences • 5 sub-panels 5. Physical Sciences CityU-AIMtech @2015 Major Sections of a Research Proposal Part I: Summary of Research Proposal • Project title • Primary Field / Secondary Field • Keywords • PI and Co-I / Project duration & summary of budget • Abstract of Research Part II: Details of the Research Proposal • Project Objectives – long term impact + objectives • Background of Research • Work done by others • Work done by you • Research Plan and Methodology • References CityU-AIMtech @2015 The Review Panel RGC has 5 subjects Panels - implications • Important to allocate your proposal to the right (sub-)panel • Choose the right primary field / secondary field & code • Otherwise your proposal will be reviewed by someone who may not appreciate your work • Do you wish your proposal to be treated as an inter-disciplinary proposal (ie. Different primary and secondary fields) • If inter-disciplinary, proposal will be evaluated by multiple panels (or a joint inter-disciplinary panel) CityU-AIMtech @2015 The Review Process (GRF) • Panel chair assigns your proposal to 2 panel members • 1 panel member selects external reviewers from reviewers database (categorized by field) & other reviewers as s/he sees fit (choosing the right keywords are important here) • Based on reviewers’ reports, each panel member assign a score (2-5) to your proposal, with comment • The two members scores are averaged as the final score for your proposal • Panel meeting discusses your proposal score and comments and gives final decision CityU-AIMtech @2015 The Review Panel 2013-2014 - FDS RGC has 1 Panel (12 members) for FDS • 2 from Biology and Medicine • 2 from Business Studies • 2 from Engineering • Subpanels: Computer Science, Electronic Engineering, Mechanical, Civil & Materials Engineering, System Design • 2 from Humanities & Social Sciences • 5 sub-panels • 2 from Physical Sciences • 2 from self-financed institutions CityU-AIMtech @2015 The Review Process (GRF)? • Panel chair assigns your proposal to 2 panel members • 1 panel member selects external reviewers from reviewers database (categorized by field) & other reviewers as s/he sees fit (choosing the right keywords are important) • Based on reviewers’ reports, each panel member assign a score (2-5) to your proposal, with comment • The two members scores are averaged as the final score for your proposal • Panel meeting discusses your proposal score and comments and gives final decision CityU-AIMtech @2015 External Reviewer’s considerations • Research plan and methodology • • • • • • Is it clearly defined and well organized? Do the tasks adequately address the research objectives Is it too aggressive or not sufficiently ambitious given the project time frame / the current field of development? Does it build upon the state of the art? Is the evaluation methodology (clearly described and) adequate to demonstrate the performance of the proposed method? Is the dataset to be used in the evaluation relevant for the problem? • What are original or novel aspects of the proposed work? • Does the proposal have potential of pushing forward the state of the art? • What are the proposals strengths and weakness? • The creditability / track-record of the PI • Is the proposed budget reasonable? • Is the proposed research FEASIBLE? CityU-AIMtech @2015 Reviewers’ comments An example: “The research plan and methodology of this proposal is well organized and clearly defined, but given the large potential of improving image search performance on such direction, I think the PI can set up a more aggressive goal in the 3-year time frame. For example, in section 3.1, rather than using MRF which has been studied extensively in this context, the PI can consider more advanced and better-performed approaches including discriminative… [Comment from another reviewer for the same proposal] “Strength: a. The proposed approaches to extract multiple visual features at high-level and their integration, b. The previous research achievements on the key issues related to content-based image retrieval including feature extraction, indexing and searching. c.The PI’s profile of leadership in research and technology development Weaknesses: …..Although progress has been made and reported, there has been no such an applicable comprehensive system developed which offers fully automated functions for semantic image understanding. It would be more convincing if this proposed project provides details of quantitative measures for its success to achieve the ambitious plan.” Source: Horace Ip, CityU CityU-AIMtech @2015 Shall I recommend external reviewers? Whether to re-submit? CityU-AIMtech @2015 How to improve your chances of success? • Submit research proposal in an area that you know about • Choose research problem in a new area, if possible • Give yourself plenty of time to prepare for the proposal • Seek critical comments on your proposal draft (internally or externally) • Use of professional editing services? • Make yourself visible in the international community (at conferences/editorial board, etc.) CityU-AIMtech @2015 Thank You & Good Luck! Contact: Prof. Horace IP [email protected] CityU-AIMtech @2015
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