Shitij's Happy Place.

Also, yes you can check this project here @ProjectGlyphmotionStudiosBot

And here primarily at https://projectglyphmotion.studio/

You can give it a video which has objects like cats, dogs, humans, cars, boats, and other common objects.
It will track it frame by frame and return you to processed videos.

There are no limits for the number of videos that you process but there is a frame limit of 200000 frames.
To give an idea it's around 55 minutes of 60fps footage and 1 hours 51 minutes of 30fps footage.

YouTube links are accepted as well, and also any internet video link which is public, and also local uploads.

It can only process one video at a time, but there is a queue system which sets your video in a queue. First come first serve basis.

Why use this? Honestly, there is nothing for the users but for me which is the dataset, what dataset? When you process any video, a benchmark is triggered after its finished processing, that benchmark gives me the data of video quality metrics and other research data that I heavily need for my further work.

Definitely check this out and let me know what thoughts you can frame while using this project.

Shitij's Happy Place. pinned «Big day. The research paper I've been building towards for the past year just dropped as a preprint with a DOI. Submitted to a Springer journal, currently in peer review. https://dx.doi.org/10.21203/rs.3.rs-9552341/v1 The project is GlyphMotion — a real…»

Big day.

The research paper I've been building towards for the past year just dropped as a preprint with a DOI. Submitted to a Springer journal, currently in peer review.

https://dx.doi.org/10.21203/rs.3.rs-9552341/v1

The project is GlyphMotion — a real-time 4K multi-object tracking pipeline. You feed it video, it tracks every object across every frame, and outputs annotated 4K with audio intact. The interesting engineering is in how it gets there.

Synchronous pipelines can't handle this workload. We built a three-thread async architecture — reader, inference, writer — with bounded queues between them. Jitter went from 337ms down to 27ms on modern hardware, and from 21 seconds down to 46ms on older hardware.

The finding that caught us off guard: raw 4K footage is actually bad for tracking. The sensor noise in uncompressed footage constantly throws off the tracker's identity associations. Compressing at CRF 24 before running inference stabilised it — MOTA jumped from 55 to 85. Compression improving accuracy is not intuitive, but the data is consistent across 159 videos.

The quality loss from compression is recovered through a layer we call HFDR — High-Frequency Detail Reinjection — which adds back the spatial detail that compression strips. Final average VMAF across 159 videos: 96.67.

Built with Sayan Sarkar @sayann70. Supervised by Dr. Kretika Goel, DIT University. We started this right after class 12 boards, before college.

Read the preprint if you're curious. Happy to answer questions.

Well, a new year to me.
12th March.
Nothing special for me but so special for the people who are in my life.
I have always wanted to contribute something in the society and I'll do it soon. You'll see something real soon that really matters a lot. An optimization of greater cause.

The sudden urge to just burn everything of mine, including me, the person who has built so many connections with people, built projects with guys I thought I could never have in my life, the ideologies. Everything. I wish I could turn off my brain for sometime and just disappear from the face of the people I know. Feels so heavy yet it makes me so vulnerable.

What's happening with y'all? How's life?

Give reaction to this post lads.

Ladies and Gentlemen, Happy New Year ❤️. Hoping this year brings love, peace and happiness in our life. Cheers 🥂 to whatever situation we have been through and going through. After all it's the same time we all are living but just different events.

Once again, cheers to the new year! 🥂

Merry Christmas Guys. Much love❤️

Also, it's gonna be alright for those of you who did the sad/crying emoji. It's gonna come around. Has come for me so I can TELL. It will be alright.

Well, what does the 💯 x 5 mean??

There are a few days left in the new year. How are things going for you lately?

Express the reply by a reaction...

Shitij's Happy Place. pinned «Happy Diwali 🪔❤️»

Happy Diwali 🪔❤️

First time learning C.

Live stream finished (45 minutes)

Live stream started

:)

How Google is planning the next big monopoly with the students of India:

Part 01:

Those who are getting their Google AI plan for free officially by Google make sure to avail that offer in your 3rd account.
You might ask why? Why not my primary google account? "I store all my data in my main account and blah blah".

So here it is, you'll be happily using the 2TB + AI plan for a solid full year but after a year you'll cry hard. Do you know why? Not because you are losing the AI part but the storage part.

Majority of us will store large files in the account, by the end of the year your file usage will easily cross 1.5TB if you store extensive like I do.


After it expires, would you give 1.9k INR/Month for that plan? Would you? Would you? Exactly.

Part: 02

Now here comes the truth about this whole thing -

Google is making sure all the crores of student in India gets to experience the peak AI models but they are also forcing you to buy the AI plan after a year because till that time you will be helpless, Google would have already lured into thinking that Google AI plan is the best thing to ever exist and then when the time comes, BOOM.

WASTED.

Part: 03

Picture it like this: Jio came, they distributed calls and data for absolutely free of cost and now people cannot imagine without JIO. Can you?
Now don't be that guy "I use Airtel", bro Airtel is here because of JIO, if JIO wasn't there then Airtel wouldn't even try to get into the competition.

Same with other "Free things".

First lure the people and later let the people get into luring other people into thinking that "this" and "that" is the best and then after a good time, just backstab them.

Pure Monopoly.

Can't even blame humans because it's human nature and you cannot mess with nature, can you?