HOG | Histogram Of Oriented Gradients | Machine Learning library
kandi X-RAY | HOG Summary
kandi X-RAY | HOG Summary
HOG method is one of the famous techniques for object recognition and edge detection. This method has been proposed by N. Dalal and B. Triggs in their research paper - "Histograms of Oriented Gradients for Human Detection, CVPR, 2005". The method is quite simple to devise and has been first experimented for human detection (that is, pedestrians on roads). Soon, this technique took it's way to the detection of other objects. The method has the reputation of achieving upto 98 % accuracy for human detection. In a paper written by Robert Arroyo and Miguel Angel Sotelo (the paper can be found at ), it has been mentioned that use of HOG along with SVM classifier fetches an accuracy upto 93% for car logo recognition. The code is written in PYTHON and TENSORFLOW.
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Top functions reviewed by kandi - BETA
- Train the SVM
- Classify X
- Linear regression model
- Create labels for the given count matrix
- Creates hog files
- Creates a hog
- Apply the hog feature
- Create gradient array for image
- Train the given model
- Create tensorflow variables
- Compute the model
- Simulate the hog
- This function creates the paths for training data files
- Create image data
- Create a hog file
HOG Key Features
HOG Examples and Code Snippets
Community Discussions
Trending Discussions on HOG
QUESTION
I have a generator object, that loads quite big amount of data and hogs the I/O of the system. The data is too big to fit into memory all at once, hence the use of generator. And I have a consumer that all of the CPU to process the data yielded by generator. It does not consume much of other resources. Is it possible to interleave these tasks using threads?
For example I'd guess it is possible to run the simplified code below in 11 seconds.
...ANSWER
Answered 2021-Jun-15 at 16:02Send your data to separate processes. I used concurrent.futures because I like the simple interface.
This runs in about 11 seconds on my computer.
QUESTION
not so long ago I started to practice with writing EOS smart contracts on my windows 10 computer. For this I needed to install among others, a Linux subsystem for Windows and Docker. In the last couple of days I noticed some pretty significant performance issues, when looking for the perpetrator in my task manager I came across Vmmem using up 1.8 GB of ram (which is quite a lot considering I have only 8GB on my laptop):
I Googled around some and figured out that this program handles virtual machines and such, and with that Docker. I don't have Docker Desktop or Ubuntu opened at the time of this screenshot, turned off the setting "Start Docker when you log in" and restarted my computer, but still this program is hogging up my RAM. As you may understand, it isn't worth it for me to keep this running in the background considering this EOS Development is a side-thing for me, hence I don't need to use Docker often. I would deem it a shame if I had to give up on this 'hobby' for performance issues so any help would be appreciated.
...ANSWER
Answered 2021-May-15 at 22:48As @Matze suggested, I made a .wslconfig
file in my home directory restricting the memory usage, which solved the problem.
QUESTION
I tried to change a few lines from the original code however when I tried to run , I got error that say 'AttributeError: module 'PngImageFile' has no attribute 'shape'. However, I had no problem when running the original code. What should I do to remove this error in my modified code?
Here is the original code :
...ANSWER
Answered 2021-Jun-11 at 02:11I saw anna_phog on other portal.
Problem is because this function needs numpy array
but you read image with pillow
Image.open()
and you have to convert img
to numpy array
QUESTION
So I tried the methods that were mentioned in the previously asked similar question but none of them works for my python file. I have been on it for two days and can't seem to find a solution how to run this file from C# form on button click.
IronPython doesn't work because the python script has libraries that cannot be imported in Ironpython.
Running it from cmd doesn't work because cmd starts and then gets closed in a second.
Here's the code:
...ANSWER
Answered 2021-Jun-08 at 10:52install your libraries in "C:\Program Files\Python39\python.exe" or any python environment
and try this:
QUESTION
A bit of background:
I am an amateur programmer, having picked up Haskell a few months ago, on my spare time, after a period of Mathematica programmning (my first language). I am currently going through my second Haskell book, by Will Kurt, but I still have miles to go to call myself comfortable around Haskell code. Codeabbey has been my platform for experimentation and learning so far.
I have written a piece of code to generate permutations of a given number, that deals with possible duplicate numbers, so for 588 it will internally generate 588, 858 and 885.
However, because I want to scale to pretty big input numbers (think perhaps even a hundred digits long), I don't want to output the whole list and then perform calculations on it, instead every number that is generated is checked on the spot for a certain property and if it has it, well, we have a winner, the number is returned as output and there's no need to go through the rest of the humongous list. If sadly no desired number is found and we unsuccessfully go through all possible permutations, it outputs a "0".
I have also opted to make it a command line program to feed values to it via gnu parallel for faster work.
So here is the code
...ANSWER
Answered 2021-May-09 at 12:17So I am not 100% sure of this and I am also not 100% sure I understand your code. But as far as I understand you are generating permutations without duplicates and then you are checking for some predicate wanting whatever single number that fulfils it.
I think it should help to use as many of the prelude functions as possible because afaik then the compiler understands it can optimize recursion into a loop. As a rule of thumb I was taught to avoid explicit recursion as much as possible and instead use prelude functions like map
, filter
and fold
. Mainly you avoid reinventing the wheel this way but there also should be a higher chance of the compiler optimizing things.
So to solve your problem try generating a list of all permutations, then filter it using filter
and then just do take 1
if you want the result that is found first. Because of Haskell's lazy evaluation take 1
makes it so that we are interested only in the first x
in (x:xs)
that a filter
would return. Therefore filter
will keep dropping elements from the, again lazily evaluated, list of permutations and when it finds one it stops.
I found a permutation implementation on https://rosettacode.org/wiki/Permutations#Haskell and used it to try this call:
QUESTION
Someone asked me an interview question: write a function match(s, t)
to decide if a string s
is a generalized substring of another string t
. More concretely, match
should return True if and only if removing some characters in t
can equalize it to s
. For example, match("abc", "abbbc")
is True, because we can remove the two extra b
s in t
.
Surely the interviewer is expecting some kind of recursive solution, but I'm feeling adventurous and wrote
...ANSWER
Answered 2021-May-29 at 02:16Lazy quantifiers are generally quite good for performance, but AFAIK they do not prevent the pathological emphasized behaviour.
This is especially true when the beginning of the regexp match with the beginning of a text but the match is early and will fail at the end of the text requiring a lot of backtracks to "fix" the bad early lazy match of the beginning of the regexp.
In your case, here is an example of pathological input requiring an exponential number of steps:
QUESTION
I have the example plot shown below. How can I make the first and third x-axis tick horizontal and the second and fourth tick vertical?
...ANSWER
Answered 2021-May-28 at 09:48Not sure if there is an automate way of doing it, but you can do it "manually" for each tick:
QUESTION
I have a dataframe df
that has a column containing text df['text']
(articles from a newspaper, in this case). How can I get a count of the rows in df['text']
that have a word count above some threshold of n
words?
An example of df
is shown below. Each article can contain an arbitrary number of words.
ANSWER
Answered 2021-May-19 at 01:36Assuming that "words" are separated by spaces one approach would be to count the number of spaces between words and add 1. Then compare to the n value.
QUESTION
I have an express server in a node app. I need to be able to run this node app with the debugger. I also need to be able to stop and restart the server easily without binding up the port it runs on. I need to tap into the shutdown to do some cleanup, which I do like this:
...ANSWER
Answered 2021-May-18 at 18:25To get the debugger to disconnect, you need to close the Chrome tab that has the debugger connection in it. That will allow the previous instance of your app to fully exit.
QUESTION
I need to reduce the memory required by the KeDei TFT library used with the Osoyoo 3.5" TFT touch screen display shield for Arduino Uno and ATmega 2560. When I try writing a simple Arduino application that uses the TFT display with the KeDei library, most of the available memory on the Arduino is taken up by the library itself.
Unfortunately I have discovered that while an ATmega 2560 does have the necessary amount of memory, the KeDei TFT library does not provide correct touch coordinates when the TFT display is used with that device so the ATmega 2560 is not feasible unless Osoyoo customer support comes though with a solution.
Investigating the library source code, I found in the file KeDei_font.cpp a bitmap font table being used to generate the characters displayed. This bitmap font table is an array, unsigned char font16_B[96][16]
and appears to be the main memory hog. This array contains bitmap fonts for the ASCII characters from the space character, 0x20
, to the tilde character, 0x7e
.
One thing that I have done is to reduce the number of characters by eliminating the lower case letters and transforming lower case letters to upper case. This results in a table const unsigned char font16_B[59][16]
which is a bit more than half the size of the original table.
With this approach I also eliminate a few other punctuation type characters but as long as I'm displaying only alphanumeric characters and spaces, this will work.
...ANSWER
Answered 2021-May-05 at 20:16The first approach I looked into was to use some kind of compression on the bitmap font table such as run length encoding as so many entries were binary zero. I tested this approach and it did reduce the amount of memory while adding a bit of complexity. However the amount of memory saved was around 200 bytes with the simple approach I tested.
The second approach I looked at was reducing the size of the array by first eliminating the lower case letters and then by changing the bitmap font as well. Changing the bitmap font from a 16x16 size font to an 8x8 size font makes a significant difference in memory usage.
However changing the size of the table from const unsigned char font16_B[96][16]
to const unsigned char font16_B[96][8]
means that the characters displayed on the TFT screen will be smaller.
So there is a tradeoff between the amount of memory used and the character display size. Larger displayed characters requires more memory for the description of the glyphs.
A quick search for "8 bitmap font" finds this GitHub repository of Daniel Hepper, https://github.com/dhepper/font8x8, with an 8x8 size font and the license is Public Domain.
Using Preprocessor directives to select the font table to use and selecting a subsection of the file font8x8_basic.h from Hepper's GitHub repository, I added the following to the KeDei TFT library.
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