pi-gslam / gslam_bowbench Goto Github PK

Comparison of DBoW2, DBoW3, FBoW and Vocabulary of GSLAM.

CMake 0.24% C++ 91.93% Cuda 7.84%

gslam_bowbench's Introduction

GSLAM Vocabulary Benchmark

This project performs comparison between DBoW2, DBoW3, FBoW and Vocabulary of GSLAM. The load, save, transform and memory usage of them are compared.

Usage

1. Download the source code

git clone --recursive https://github.com/pi-lab/gslam_bowbench

2. Compile

cd gslam_bowbench
mkdir build
cd build
cmake ..
make

3. Run

The program need a prepared file with image path listed. You can generate a sample list file with bash:

for img in $(ls ../DBow3/utils/images/*);do echo $img;done > images.txt

Show usage with:

gslam_bowbench --help

Run with:

gslam_bowbench -images images.txt -k=10 -level=3 -mem -feature=ORB

4. Sample result

Here is a sample result:

build> ./gslam_bowbench -images images.txt 
main.cpp:328 Memory analysis started.
main.cpp:353 ../DBow3/utils/images/image0.png found 843 keypoints.
main.cpp:353 ../DBow3/utils/images/image1.png found 908 keypoints.
main.cpp:353 ../DBow3/utils/images/image2.png found 862 keypoints.
main.cpp:353 ../DBow3/utils/images/image3.png found 896 keypoints.
----------------GSLAM------------------------
main.cpp:26 GSLAM: Creating vocabulary from image features.

main.cpp:34 Vocabulary: k = 10, L = 3, Weighting = tf-idf, Scoring = L1-norm, Number of words = 1000

main.cpp:51 GSLAM used memory 44536 bytes with 5 pieces.
main.cpp:55 Memory leak:0 bytes with 0 pieces.
----------------DBoW2------------------------
main.cpp:89 DBoW2: Creating vocabulary from image features.
main.cpp:97 Created Vocabulary: k = 10, L = 3, Weighting = tf-idf, Scoring = L1-norm, Number of words = 980
main.cpp:116 DBoW2: Saving vocabulary Vocabulary: k = 10, L = 3, Weighting = tf-idf, Scoring = L1-norm, Number of words = 980
main.cpp:130 DBoW2 used memory 245932 bytes with 1204 pieces.
main.cpp:133 Memory leak:0 bytes with 0 pieces.
----------------DBoW3------------------------
main.cpp:204 DBoW3: Creating vocabulary from image features.
main.cpp:209 Created Vocabulary: k = 10, L = 3, Weighting = tf-idf, Scoring = L1-norm, Number of words = 991
main.cpp:228 DBoW3: Saving vocabulary Vocabulary: k = 10, L = 3, Weighting = tf-idf, Scoring = L1-norm, Number of words = 991
main.cpp:242 DBoW3 used memory 248628 bytes with 1217 pieces.
main.cpp:245 Memory leak:0 bytes with 0 pieces.
----------------FBoW------------------------
main.cpp:255 FBoW: Creating vocabulary from image features.
main.cpp:263 Created 111
main.cpp:283 FBoW: Saving vocabulary ...
main.cpp:297 FBoW used memory 45464 bytes with 3 pieces.
main.cpp:300 Memory leak:0 bytes with 0 pieces.

------------------------------------  Timer report ------------------------------------
           FUNCTION                       #CALLS  MIN.T  MEAN.T  MAX.T  TOTAL 
---------------------------------------------------------------------------------------
DBoW2::load                                  1    4.9ms   4.9ms   4.9ms   4.9ms
DBoW2::save                                  1    4.2ms   4.2ms   4.2ms   4.2ms
DBoW2::train                                 1  114.0ms 114.0ms 114.0ms 114.0ms
DBoW2::transDes                           3509  617.0ns 761.0ns   3.3us   2.7ms
DBoW2::transImage                            4  994.1us   1.1ms   1.2ms   4.4ms
DBoW3::load                                  1  870.9us 870.9us 870.9us 870.9us
DBoW3::save                                  1  300.4us 300.4us 300.4us 300.4us
DBoW3::train                                 1  152.1ms 152.1ms 152.1ms 152.1ms
DBoW3::transDes                           3509  329.0ns 463.8ns   6.9us   1.6ms
DBoW3::transImage                            4  743.6us 857.5us 985.2us   3.4ms
FBoW::load                                   1   24.3us  24.3us  24.3us  24.3us
FBoW::save                                   1  217.2us 217.2us 217.2us 217.2us
FBoW::train                                  1  116.8ms 116.8ms 116.8ms 116.8ms
FBoW::transDes                            3509  530.0ns 558.4ns   1.1us   2.0ms
FBoW::transImage                             4  300.3us 352.4us 377.6us   1.4ms
GSLAM::load                                  1   38.0us  38.0us  38.0us  38.0us
GSLAM::save                                  1  179.3us 179.3us 179.3us 179.3us
GSLAM::train                                 1   72.7ms  72.7ms  72.7ms  72.7ms
GSLAM::transDes                           3509  239.0ns 301.0ns 502.0ns   1.1ms
GSLAM::transImage                            4  273.2us 291.1us 302.1us   1.2ms
--------------------------------- End of Timer report ---------------------------------

gslam_bowbench's People

Contributors

Stargazers

Watchers

Forkers

doctorwk007 mhsszm jimsysu dkfmpdgv letturl

gslam_bowbench's Issues

Cannot cmake the project.

Hi, nice work and comparison!

When i cmake the repo, i got the following cmake error. can you give me some solution for the following issue ?

cmake ..
-- The C compiler identification is GNU 5.4.0
-- The CXX compiler identification is GNU 5.4.0
-- Check for working C compiler: /usr/bin/cc
-- Check for working C compiler: /usr/bin/cc -- works
-- Detecting C compiler ABI info
-- Detecting C compiler ABI info - done
-- Detecting C compile features
-- Detecting C compile features - done
-- Check for working CXX compiler: /usr/bin/c++
-- Check for working CXX compiler: /usr/bin/c++ -- works
-- Detecting CXX compiler ABI info
-- Detecting CXX compiler ABI info - done
-- Detecting CXX compile features
-- Detecting CXX compile features - done
CMake Error at CMakeLists.txt:3 (include):
include could not find load file:

PICMake

CMake Error at CMakeLists.txt:51 (pi_add_target):
Unknown CMake command "pi_add_target".

-- Configuring incomplete, errors occurred!
See also "/home/te600016/GSLAMVocabulary/build/CMakeFiles/CMakeOutput.log".

Thank you.
Shashika

error: #include nested too deeply #include "opencv2/core.hpp"

Hi, at the stage of compiling after the command make I have the following error:

(base) cds-s@cds-s:~/workspace/gslam_bowbench/build$ make
Scanning dependencies of target gslam_bowbench
[  2%] Building CXX object CMakeFiles/gslam_bowbench.dir/DBow3/src/BowVector.cpp.o
[  5%] Building CXX object CMakeFiles/gslam_bowbench.dir/DBow3/src/Database.cpp.o
In file included from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1:0,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/src/include/opencv2/core.hpp:1,
                 from /usr/local/include/opencv2/core/core.hpp:48,
                 from /home/cds-s/workspace/gslam_bowbench/DBow3/src/Vocabulary.h:21,
                 from /home/cds-s/workspace/gslam_bowbench/DBow3/src/Database.h:21,
                 from /home/cds-s/workspace/gslam_bowbench/DBow3/src/Database.cpp:1:
/usr/local/include/opencv2/core/core.hpp:48:28: error: #include nested too deeply
 #include "opencv2/core.hpp"
                            ^
In file included from /home/cds-s/workspace/gslam_bowbench/DBow3/src/Database.h:21:0,
                 from /home/cds-s/workspace/gslam_bowbench/DBow3/src/Database.cpp:1:
/home/cds-s/workspace/gslam_bowbench/DBow3/src/Vocabulary.h:88:36: error: ‘cv’ was not declared in this scope
     (const std::vector<std::vector<cv::Mat> > &training_features);
                                    ^~
/home/cds-s/workspace/gslam_bowbench/DBow3/src/Vocabulary.h:88:43: error: template argument 1 is invalid
     (const std::vector<std::vector<cv::Mat> > &training_features);
                                           ^
/home/cds-s/workspace/gslam_bowbench/DBow3/src/Vocabulary.h:88:43: error: template argument 2 is invalid
/home/cds-s/workspace/gslam_bowbench/DBow3/src/Vocabulary.h:88:36: error: ‘cv’ was not declared in this scope
     (const std::vector<std::vector<cv::Mat> > &training_features);

How to resolve this error ?

Recommend Projects

React

A declarative, efficient, and flexible JavaScript library for building user interfaces.
Vue.js

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
Typescript

TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
TensorFlow

An Open Source Machine Learning Framework for Everyone
Django

The Web framework for perfectionists with deadlines.
Laravel

A PHP framework for web artisans
D3

Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

javascript

JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
web

Some thing interesting about web. New door for the world.
server

A server is a program made to process requests and deliver data to clients.
Machine learning

Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Visualization

Some thing interesting about visualization, use data art
Game

Some thing interesting about game, make everyone happy.

Recommend Org

Facebook

We are working to build community through open source technology. NB: members must have two-factor auth.
Microsoft

Open source projects and samples from Microsoft.
Google

Google ❤️ Open Source for everyone.
Alibaba

Alibaba Open Source for everyone
D3

Data-Driven Documents codes.
Tencent

China tencent open source team.