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ENGN 6528/4528 Assignment
创建日期：2024-06-21 17:36:05
所属分类：物理Physical
标签： ENGN 6528
Assignment

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ENGN 6528/4528 Assignment

[For this assignment, we are going to provide tutorial but no lab sessions.
B
When you run contour_demo.py/contour_demo.m, it saves the output contours in the
folder output/demo, prints out the 3 metrics, and produces a precision-recall plots at
contour−output/demo_pr.pdf. Overall max F-score is the most important metric, but
we will look at all three.
a. (a) [1 pts] Warm-up. As you visualize the produced edges, you will notice
artifacts at image boundaries. Modify how the convolution is being done to
minimize these artifacts.
b. (b) [3 pts] Smoothing. Next, notice that we are using [−1, 0, 1] filters for
computing the gradients, and they are susceptible to noise. Use derivative of
Gaussian filters to obtain more robust estimates of the gradient. Experiment
with different sigma for this Gaussian filtering and pick the one that works the
best.
c. © [6 pts] Non-maximum Suppression. The current code does not produce thin
edges. Implement non- maximum suppression, where we look at the gradient
magnitude at the two neighbours in the direction perpendicular to the edge.
We suppress the output at the current pixel if the output at the current pixel is
not more than at the neighbors. You will have to compute the orientation of
the contour (using the X and Y gradients), and implement interpolation to
lookup values at the neighbouring pixels.
In the code, you may need to define your own edge detector with nonmaximum suppression. Note that all the functions are called in
‘detect_edges()’.
d. (d) [Upto 5 pts] Extra Credit. You should implement other modifications to
get this contour detector to work even better. Here are some suggestions:
compute edges at multiple different scales, use color information, propagate
strength along a contiguous contour, etc. You are welcome to read and
implement ideas from papers on this topic.
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关键词一 关键词二 关键词三 关键词四 关键词五 和法规和的发更好的风格和 ECON 615 FINC 612 CSC148 COMP 639 ACCT 203 ACCT 211 PSYC 101 MTH2009 COMP52315 PSYCO 432 statistics MATH4063 11 xxx 1 MA1MSP MAST30028 MATH3888 CS341 EEE30002 ES2F5 MCD4160 CC0933 ECON 1101 MCHM3001 CHEM3118 COMMGMT 2511 COMP41280 STAT 631 24T1 IRE379 SENG365 ECON433 FIT3139 MATH4602 LING5621M FINS5516 ECON3208 MN2177 L2 SM EEET1415 Finance DS4023 COMP3004 7CCSMRTS K1S5B6 Stat230 CSCI4211 CSI2132 ECON30130 MAS6100 ENVS222 COM2107 INFO1112 STAT 4004 FIT2100 comp2022 COMP4691 Physics 307 Econ 659 probability CSCI316 fir29 CSCI203 COMP3160 COMP6714 INFO1113 Physics 7B Physics Photonics S203031 STAT2005 COMP90015 CSCI 2110 CSCC46 Information CSC477 COMP4650 Statistical COMP 346 COMP1017 ELEC340 MATH1007 Programming function STAT 244 CS 134 Java cse13s Math 108A FW20 ECON3389 CSE 130 Science 331 COMP9020 engineering COSC 445 CSE 5523 GAME2012 visualization MATH 235 Math 370 CSC343 COGS 108 EE524 COMP10200 STAT 416 3FK4 MSCI 311 ECON6113 ACC40700 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