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How to improve Depth map Accuracy generated from Stereo Images?

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Hey
How can I improve the Depth Map Quality??
I am following Depth Estimation From Stereo Video Documentation.
Below is my two L&R images.
And, Below is what I achieved from
points3D(:, :, 3)
Below, is Ideal Depth Map
%%This is my entire code :)
clc
clear all
close all
load('stereoParams.mat')
frameLeft = imread('Left.png');
frameRight = imread('Right.png');
[frameLeftRect, frameRightRect] = rectifyStereoImages(frameLeft, frameRight, stereoParams);
frameLeftGray = rgb2gray(frameLeftRect);
frameRightGray = rgb2gray(frameRightRect);
disparityMap = disparity(frameLeftGray, frameRightGray, 'BlockSize', 15,'DisparityRange', [0 64]);
disparityMap = medfilt2(disparityMap);
points3D = reconstructScene(disparityMap, stereoParams);
Z = points3D(:, :, 3)./ 1000;
imtool(Z, [0, 100]);

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