From ada9e19b80d2b783e0a7aa725f41bfd1c5b90aeb Mon Sep 17 00:00:00 2001 From: stuartsmoore <105566596+stuartsmoore@users.noreply.github.com> Date: Fri, 22 Jul 2022 08:43:25 -0700 Subject: [PATCH 1/5] Added key terms for better search results (cherry picked from commit ac2dd75aa6f50b1dd93f57a198e17498843320f0) --- docs/source/tutorials/maximize_fov.rst | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/docs/source/tutorials/maximize_fov.rst b/docs/source/tutorials/maximize_fov.rst index 29ea5da1d..7f34184c2 100644 --- a/docs/source/tutorials/maximize_fov.rst +++ b/docs/source/tutorials/maximize_fov.rst @@ -1,12 +1,14 @@ -How to maximize FOV -=================== +Maximizing FOV +============== -By default, when you are using :code:`preview` output from :ref:`ColorCamera`, the DepthAI will crop the +Do you need to maximize the FOV of your OAK? + +By default, when you are using :code:`preview` output from :ref:`ColorCamera`, DepthAI will crop the frames to get the desired aspect ratio. For example, if you are using Mobilenet-SSD model, you need :code:`300x300` frames. DepthAI will crop 1080P frames to :code:`1080x1080` and then resize them to :code:`300x300`. This means you will lose some part of the image. -If you would like to maximize the FOV of the image, you can either: +If you need to maximize the FOV of the image captured by an OAK-D or other OAK camera, you can either: #. Change the aspect ratio (stretch the image) #. Apply letterboxing to the image @@ -15,7 +17,7 @@ Change aspect ratio ******************* Use :code:`camRgb.setPreviewKeepAspectRatio(False)`. This means the aspect ratio will not be preserved and the image -will be "stretched". This might be problematic for some off-the-shelf NN models, so model fine-tuning it might be required. +will be "stretched". This might be problematic for some off-the-shelf NN models, so some fine-tuning might be required. `Usage example here `__. .. image:: https://user-images.githubusercontent.com/18037362/144095838-d082040a-9716-4f8e-90e5-15bcb23115f9.gif @@ -24,7 +26,7 @@ will be "stretched". This might be problematic for some off-the-shelf NN models, Letterboxing ************ -`Letterboxing `__ the frames. This method will decrease +`Letterboxing `__ the frames. This method of OAK FOV maximization will decrease the size of the image and apply "black bars" above and below the image, so the aspect ratio is preserved. You can achieve this by using :ref:`ImageManip` with :code:`manip.setResizeThumbnail(x,y)` (for Mobilenet :code:`x=300,y=300`). The downside of using this method is that your actual image will be smaller, so some features might not be preserved, From 7e4d6386367f70baf554faf74fa14e4a736cdd08 Mon Sep 17 00:00:00 2001 From: stuartsmoore <105566596+stuartsmoore@users.noreply.github.com> Date: Fri, 22 Jul 2022 09:49:56 -0700 Subject: [PATCH 2/5] Updated with 12MP FOV experiment (cherry picked from commit 13820b1402f505e40e1647e1507f958fae042299) --- .../_static/images/tutorials/full_fov_demo.png | Bin 0 -> 580114 bytes docs/source/tutorials/maximize_fov.rst | 8 ++++++++ 2 files changed, 8 insertions(+) create mode 100644 docs/source/_static/images/tutorials/full_fov_demo.png diff --git a/docs/source/_static/images/tutorials/full_fov_demo.png b/docs/source/_static/images/tutorials/full_fov_demo.png new file mode 100644 index 0000000000000000000000000000000000000000..f9573b91ea1819d4a195025ea42bafce36b82a56 GIT binary patch literal 580114 zcmdqIcUY56^C)}+7EoG1DJlXXph0>OgES$u(3?nT(jpK7NHKI!5rQHJMj%L$-V7=b zs(>PbLI5!m9_cC_At)t4C?`Je`@Fw%zU!RteCPc6?Ulg2cV=g2cXnoHXJ(Tu%?-JZ zojL{p0GF{5+!_GbL;--+lbx0M=D_wiocWI<(8wVe0JuB3f%Xa!bN9O8BTSu%0OJ+nCKiVA^AA=J(**yGSDpF%=e0ao>~D|| zv?ln+VGDxO|4VoC~1O7aTI@`@_5ii+w= z7u6MEV*f5+W_LlJD0OSN!M{6W)-=K1At8b4^72?LRt~Ey7Z7wqUJ(X^$tx(yD=En` zA!LKY{X^WsWc`CB{=oqE3ib%{2@LTG@E7}o(ak*|G(;23B=uiozy$sWt$*;p=ZQIE z@?ma)@``c_f5!ATpr^-w-~vN~{QmCT(?j0N&kN(_9}>)jRs0WZpm#t>K(Kef{{r=Y ze*PaiV9u?X*?;=@pVETC{HKfH5dB-sVf=eS{-@Bvw&8(Z^44C#0ii)2Ui!C~WJ>%Q zO`y77ke6FXK#*-ffZsoyviyf+F(qX=WwG=2KK`Bo*kI^?*T4(z7UHD|{=+p{1vObE zC0hlUy0RLRam=c^g2KN*%>q1qP~rbm&`avd|05`K&3L+nxczT|Jw4P>0YMly=74=L zZa2K-1O0D+#r`vm>Usfw0YS`;nbax&O@*16y0L$7h?~EMmoZ!u%p9|vkB_Ii63R_M zLD@@5R#nwqRaOzDqA2U8rluwfyQrvu^1SHg;pT?=r#(EtBlHhv|7q{}f7sq4$cHIf zZhrsQc>W07pCzGgTVu?R<|bD;}2WCJi-5d?el*< z1OGyc_4Z;S{eNNizrcb6P$5{iAg?Pon6vf2T~6{$;^qIy;lIWq|Nk7~-@pBLGW!oW zQxW`m{ErG^R{o>Jy!@G(D~PG0BGMWO0Q;97WB3)@u$-TJdkxW%SBH=GmkrF-Qb!m$ zwAO}7-rvuXe2Ny}64?ss1-Q<#I13F2@e(*W%4&=}d?O^W>@>0O-Un5H|4nhth;Pyw49@Q?Jc3poF zJKj!@Wwh`2$8OiA%*-DmX)3Px?-;E$GG>LiQq zP8}5$6^>j6DHNFed0Rt9M0rS7`eyTj)o@F^oR7*hL$W%FRFMY_{^ZhT8YnV)bK2 zW2ay2SG04<$9#OTtroL9w{JspXvE0J?j|0ri|#%?__2RHW+-#FYhbT?a&2eax?DTv zd%!+Dc6(s&z36V_#@x<5<{a+6gZC3+-3heFc6ubs6tibBCU3R2-txr!^blpN#qJNZ zuc5PGCF?d^r~b7l=D6l!e?4gbemuswewk?T8dfSuAG-jwZJjoMKUL1DAk3(pwX zFF8n*-_y^pjT)sfdh;(?J2P4G;yxBd%-f!z?YY2r-yGEf0MWg9!}htzwz;wxE@jcd zp|@|}4!F+mKOE+dI2hEXr={*S@Fc*m1DpV`zZtuBbpM_9M#Gx+_LA0?UH$>AeRb{N ziRD&U-)emrrU9Gts@(X5UO|-yfbl^C1<5eSLfO@j-0NltpYe&+a|f)x)lP1@gPy+Dn=Hw27@ebcntwyUvTf z&#s#=P8aR%qz0a^OwzOqckjZjv_)3-w^moblZL;)z-@)+)5B?BkoS%(t!dHL_B&j+ zj;{-K3w$`o^wFU%~fO}=hvPhEe~a=TA)68(x z?yGyNhYe+NXzg&va-Znr_R4tv-tm=R-)Os^@)`Zw+j>hIldrX3xBhmz9=T??zjUz9 zvtJ>K(JqtU_#=T@5ww8)tyJxUjdS;|YHz%?i22U%k!-=R-9j@3$9{k3k1BEz-W`bf z*iH}FyT7~Xy5D;6Eq`a!P<54wK)JU?d#N@if#uGChL*-|YdZrQ+Z?MYeV4g1|1S11 zyR?J7K}O5OTAsz_8@#~S-sAkO&e4F@4P}l0PCrK7Zr5*{&+}PST|>*PcR~y zUhmC5&9Apu%{}wv?LS)8f(=}X$Kh}hw1Wp%hLjCg{-ahYQ!B(hKcsg`-hY7q*D5&Z zZ-w?ZjW5#w<`Q$2Ub+T$jl#iq-j@~kgXa@K?@)n~WIkX4~A zEiFrW@$a93J|pS)V*F>MM?Z<0Q=8)U>0bC>`k@N4&=Sb!2nhs5g_voA)-02ptMeb# zFq479Jwkx6h~}}$$)^j={xFMPjR1!F0A=0@5ssAaU4W1oZFH+h(YZC_YrHaZoPdRe z1?nn7xD+;rX_4vuZ1&h_DVK2X!xsdU(Plw$M}^W#PQVYvsjo+AEeUo0tR{2Duej7? zWvc^#qS9k&zoq7}+#eFlt;hKu@P7AlHi5z_Px{ZLQr02}i{=WNlrrNV##4R#|~jWXA8-4`}jpm*&W00QDb zU#{@7#{p-6fY_da!F!Rb2g9B3i-2QO0QdEVA{PyAz;}up^=`Zm0Blc!>{Rz-ldXRH ztuWfet;dGbKhHZ``;z$Xwp2-r4Dryy@R*3GY4Vyzz$g{@bar>sF+jeI z0|?5K%OtTkMT&;zWrmKAMP-+c_(uIEe@60yv4)+P@$;`LN-D(MY1d1QKU<2FlE;?v z($@z=l3{|X6qh6%^ojM^vw2wrh%%+kWo2dMtQ^mY3rUfDhvT|4H$t=?y2vl>tf)

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We can help with that too. + +Check out the following `Full FOV NN Inferencing experiment `__ to learn how. + +.. image:: /_static/images/tutorials/full_fov_demo.png \ No newline at end of file From bd940a70f9b4d9c4e4c0dd0a399c80c73f614251 Mon Sep 17 00:00:00 2001 From: Erol444 Date: Sat, 23 Jul 2022 16:13:00 +0200 Subject: [PATCH 3/5] Refactored maximize fov docs (cherry picked from commit 62ed2af91097cfec1ab3a902f95a9c1eaa562a7c) --- docs/source/_static/images/tutorials/fov.jpeg | Bin 238779 -> 0 bytes .../images/tutorials/full_fov_demo.png | Bin 580114 -> 0 bytes docs/source/_static/images/tutorials/isp.jpg | Bin 0 -> 259124 bytes docs/source/components/nodes/color_camera.rst | 6 ++ docs/source/tutorials/maximize_fov.rst | 59 +++++++++++------- 5 files changed, 43 insertions(+), 22 deletions(-) delete mode 100644 docs/source/_static/images/tutorials/fov.jpeg delete mode 100644 docs/source/_static/images/tutorials/full_fov_demo.png create mode 100644 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Blue rectangle represents the cropped 4K +``video`` output, and yellow rectangle represents cropped ``preview`` output when preview size is set to 1:1 aspect ratio +(eg. when using 300x300 MobileNet-SSD NN model). + Usage ##### diff --git a/docs/source/tutorials/maximize_fov.rst b/docs/source/tutorials/maximize_fov.rst index dbdb4fb31..6cd4f939f 100644 --- a/docs/source/tutorials/maximize_fov.rst +++ b/docs/source/tutorials/maximize_fov.rst @@ -1,45 +1,60 @@ Maximizing FOV ============== -Do you need to maximize the FOV of your OAK? +In this tutorial we will look at how you can use the full FOV of the image sensor. -By default, when you are using :code:`preview` output from :ref:`ColorCamera`, DepthAI will crop the -frames to get the desired aspect ratio. For example, if you are using Mobilenet-SSD model, you need -:code:`300x300` frames. DepthAI will crop 1080P frames to :code:`1080x1080` and then resize them to :code:`300x300`. -This means you will lose some part of the image. +When you are using ``preview`` output from :ref:`ColorCamera`, DepthAI will crop the +frames by default to get the desired aspect ratio. ``preview`` stream derives from ``video`` stream, which is cropped (16:9 aspect ratio, +max 4k resolution) from the ``isp`` stream, which has the full FOV. -If you need to maximize the FOV of the image captured by an OAK-D or other OAK camera, you can either: +.. image:: /_static/images/tutorials/isp.jpg -#. Change the aspect ratio (stretch the image) -#. Apply letterboxing to the image +Image above is the ``isp`` output from the :ref:`ColorCamera` (12MP from IMX378). Blue rectangle represents the cropped 4K +``video`` output, and yellow rectangle represents cropped ``preview`` output when preview size is set to 1:1 aspect ratio +(eg. when using 300x300 MobileNet-SSD NN model). + +In other words, you **need to use ISP output** from the :ref:`ColorCamera` **to maximize the image FOV**. A challenge +occures when your NN model expects different aspect ratio (eg. 1:1) compared to isp output (eg. 4:3). Let's say we have +a MobileNet-SSD which requires 300x300 frames (1:1 aspect ratio) - we have a few options: + +#. :ref:`Stretch the ISP frame ` to to the 1:1 aspect ratio of the NN +#. :ref:`Apply letterboxing ` to the ISP frame to get 1:1 aspect ratio frame +#. :ref:`Crop the ISP frame ` to 1:1 aspect ratio and lose some FOV Change aspect ratio ******************* -Use :code:`camRgb.setPreviewKeepAspectRatio(False)`. This means the aspect ratio will not be preserved and the image -will be "stretched". This might be problematic for some off-the-shelf NN models, so some fine-tuning might be required. -`Usage example here `__. +**Pros: Preserves full FOV. Cons: Due to stretched frames, NNs accuracy might decrease.** + +Changing aspect ratio (**stretching**) can be used Use :code:`camRgb.setPreviewKeepAspectRatio(False)`. This means the aspect +ratio will not be preserved and the image will be "stretched". This might be problematic for some off-the-shelf NN models, so some fine-tuning might be required. +`Usage example here `__. -.. image:: https://user-images.githubusercontent.com/18037362/144095838-d082040a-9716-4f8e-90e5-15bcb23115f9.gif - :target: https://youtu.be/8X0IcnkeIf8 +.. image:: https://user-images.githubusercontent.com/18037362/180607962-e616cdc7-fcad-4bc8-a15f-617b89a2c047.jpg Letterboxing ************ -`Letterboxing `__ the frames. This method of OAK FOV maximization will decrease -the size of the image and apply "black bars" above and below the image, so the aspect ratio is preserved. You can +**Pros: Preserves full FOV. Cons: Smaller "frame" means less features might decrease NN accuracy.** + +`Letterboxing `__ approach will apply "black bars" above and below +the image to the full FOV (isp) frames, so the aspect ratio will be preserved. You can achieve this by using :ref:`ImageManip` with :code:`manip.setResizeThumbnail(x,y)` (for Mobilenet :code:`x=300,y=300`). The downside of using this method is that your actual image will be smaller, so some features might not be preserved, which can mean the NN accuracy could decrease. -`Usage example here `__. +`Usage example here `__. -.. image:: /_static/images/tutorials/fov.jpeg +.. image:: https://user-images.githubusercontent.com/18037362/180607958-0db7fb34-1221-42a1-b889-10d1f9793912.jpg -12MP OAK FOV -************ +Cropping +******** + +**Pros: No NN accuracy decrease. Cons: Frame is cropped, so it's not full FOV.** -Do you need to get full 12MP FOV for your OAK? We can help with that too. +Cropping the full FOV (isp) frames to match the NN aspect ratio can be used to get the best NN accuracy, but this +decreases FOV. +`Usage example here `__. -Check out the following `Full FOV NN Inferencing experiment `__ to learn how. +.. image:: https://user-images.githubusercontent.com/18037362/180607873-6a476ea4-55e0-4557-a93e-a7cadcd80725.jpg -.. image:: /_static/images/tutorials/full_fov_demo.png \ No newline at end of file +.. include:: /includes/footer-short.rst From db4b36bce00c56f9705ecf28cf0048962d22d1df Mon Sep 17 00:00:00 2001 From: Erol444 Date: Sat, 23 Jul 2022 17:30:37 +0200 Subject: [PATCH 4/5] Fixed build error --- docs/source/tutorials/dispaying_detections.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/tutorials/dispaying_detections.rst b/docs/source/tutorials/dispaying_detections.rst index 01bd2fa8f..6e1263b1b 100644 --- a/docs/source/tutorials/dispaying_detections.rst +++ b/docs/source/tutorials/dispaying_detections.rst @@ -31,7 +31,7 @@ draw bounding boxes to it. For bounding boxes to match the frame, :code:`preview #################### A problem that we often encounter with models is that their aspect ratio is :code:`1:1`, not eg. :code:`16x9` as our camera resolution. -This means that some of the FOV will be lost. In our :ref:`How to maximize FOV` tutorial we showcased that changing aspect ratio will +This means that some of the FOV will be lost. In our :ref:`Maximizing FOV` tutorial we showcased that changing aspect ratio will preserve the whole aspect ratio of the camera, but it will "squeeze"/"stretch" the frame, as you can see below. `Demo code here `__. From b65e2e185e0aa17cdcdc8b641366d11b1b5026d7 Mon Sep 17 00:00:00 2001 From: Erik Date: Mon, 25 Jul 2022 18:10:15 +0200 Subject: [PATCH 5/5] Apply suggestions from code review Co-authored-by: stuartsmoore <105566596+stuartsmoore@users.noreply.github.com> --- docs/source/components/nodes/color_camera.rst | 4 ++-- docs/source/tutorials/maximize_fov.rst | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/source/components/nodes/color_camera.rst b/docs/source/components/nodes/color_camera.rst index 7eb6e59a4..4f36e7148 100644 --- a/docs/source/components/nodes/color_camera.rst +++ b/docs/source/components/nodes/color_camera.rst @@ -71,8 +71,8 @@ For IMX378 (12MP), the **post-processing** works like this: .. image:: /_static/images/tutorials/isp.jpg -Image above is the ``isp`` output frame from the ColorCamera (12MP from IMX378). Blue rectangle represents the cropped 4K -``video`` output, and yellow rectangle represents cropped ``preview`` output when preview size is set to 1:1 aspect ratio +The image above is the ``isp`` output frame from the ColorCamera (12MP from IMX378). The blue rectangle represents the cropped 4K +``video`` output, and the yellow rectangle represents a cropped ``preview`` output when the preview size is set to 1:1 aspect ratio (eg. when using 300x300 MobileNet-SSD NN model). Usage diff --git a/docs/source/tutorials/maximize_fov.rst b/docs/source/tutorials/maximize_fov.rst index 6cd4f939f..f6a73e076 100644 --- a/docs/source/tutorials/maximize_fov.rst +++ b/docs/source/tutorials/maximize_fov.rst @@ -9,8 +9,8 @@ max 4k resolution) from the ``isp`` stream, which has the full FOV. .. image:: /_static/images/tutorials/isp.jpg -Image above is the ``isp`` output from the :ref:`ColorCamera` (12MP from IMX378). Blue rectangle represents the cropped 4K -``video`` output, and yellow rectangle represents cropped ``preview`` output when preview size is set to 1:1 aspect ratio +The image above is the ``isp`` output from the :ref:`ColorCamera` (12MP from IMX378). The blue rectangle represents the cropped 4K +``video`` output, and the yellow rectangle represents a cropped ``preview`` output when the preview size is set to 1:1 aspect ratio (eg. when using 300x300 MobileNet-SSD NN model). In other words, you **need to use ISP output** from the :ref:`ColorCamera` **to maximize the image FOV**. A challenge

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