Inference on raw video using pre-trained model

captanlevi / Meaning-guided-video-captioning-

Here we describe a new approach to train a video captioning neural network , that is not only based on the normal cross entropy loss for the caption but also uses the meaning of the caption.

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Inference on raw video using pre-trained model #2

Open amil-rp-work opened 3 years ago

amil-rp-work commented 3 years ago

Hey @captanlevi Thanks for open sourcing such an awesome work!!!

I wanted to run inference using your pre-trained models, however I cannot find the link to download the same. Also could please provide some help with instructions on the prerequisites for the same?

captanlevi commented 3 years ago

Hello @amil-rp-work Here is the link to the drive folder containing the entire end to end code (including the model , generated dictionaries , yolo weights and some test videos !!)

You only need to run the caption.ipynb notebook in there (set your video path accordingly). Let me know if you face any issues.

amil-rp-work commented 3 years ago

Hey @captanlevi Thanks for the quick response, much appreciated!!! It works seamlessly, however, the quality is not that good. This made me wonder a few things

Is this the best checkpoint obtained while training?
I was wondering if the work could be improved by using better than VGG & Yolov3 models? If so any ideas on how to do so?

captanlevi commented 3 years ago

Okay , what type of videos are you trying this code on ? Can you be more specific as to what quality means. I am saying this because , the videos its trained on and the vocabulary all matter. As for the checkpoint , no unfortunately I have lost the best trained checkpoint , but this one is pretty good !!

For improvements , yes there is a lot of scope of improvement !!! We have so many better feature extractors now , like detnet , efficientdet , and also many better object detectors. As these parts as just plug able , we can replace them with any newer models no problem . In fact the models structure itself can be changed to a transformer now !!!! Let me know if you want to rework this (slim chances but still :))

amil-rp-work commented 3 years ago

The videos I am trying to inference on are videos from apps like Tiktok, Facebook, Instagram that are basically leveraging front camera and the target person is either doing a lipsync, dance, gym, or in general a comedy video(very tough to caption without leveraging audio) When talking about quality I will upload the videos and their corresponding outputs - Ouputs.zip Test results Filename: test1.mp4 Model Output: a woman is talking to a woman Ground Truth: a woman in a red shirt is lipsync/singing/talking

Filename: test2.mp4 Model Output: a man is talking to a woman Ground Truth: a man in white cloth is talking

Filename: test3.mp4 Model Output: a man is shooting a gun Ground Truth: a man in a grey t-shirt is dancing

Filename: test4.mp4 Model Output: a woman and woman are talking Ground Truth: a woman is talking

Filename: test5.mp4 Model Output: a man is pushing a van Ground Truth: two men are talking and jumping

Filename: test6.mp4 Model Output: a woman is playing a piano Ground Truth: a woman in a red jacket is sitting beside a table

Something to note is people talking to the camera are always treated as talking to another woman.

That's great I would love to get your ideas on the possible feature extractors and how to go about plugging them in to improve the model's accuracy

captanlevi commented 3 years ago

Hello , Sorry for the late reply , it was a busy week. So yeah your videos are very very different from what the model has trained on. "Something to note is people talking to the camera are always treated as talking to another woman.

" sorry about that , I may have built a sexist model :)

Now, to get the model working on your use case , you should take up another dateset to train the model. As for the model itself , a transformer would be better !!! You should also thrown in a activity detector in addition to object detector. extract features and objects --> feed all the vectors to the transformer --> generate caption.

let me know if you need anything !! and good luck

amil-rp-work commented 3 years ago

Ahh so I should at first hand immediately observe performance improvement by training on my dataset. Then later on leverage the newer arch & features. For a dataset of 7000 videos (~40 secs each) how much compute and training time is suggested?

captanlevi commented 3 years ago

That's a very impressive dataset... (assuming you have multiple captions for each video). Do you have access to a GPU ? If not then it would be pretty difficult just to train on google colab, still its doable , as for time requirement it completely depends on the model structure that you want to go along with.

vbadwaj commented 3 years ago

Hey, could you please help me with training new videos. We're a bunch of 3rd year computer science students.

captanlevi commented 3 years ago

@vbadwaj sure what do you need ?

vbadwaj commented 3 years ago

Hello sir, We are working on a video captioning project using your repository as a model. We are trying to train new videos but we are all new to Machine Learning/Deep Learning concepts. We understood the flow 'caption.ipynb', I mean we are still learning. From the pressure of our teachers to submit ASAP we would really like some help. Thank you for the quick response sir.

On Tue, Apr 27, 2021 at 7:14 PM captanlevi @.***> wrote:

@vbadwaj https://github.com/vbadwaj sure what do you need ?

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captanlevi commented 3 years ago

Hello Please dont call me sir , I am a final year student at BITS pilani ;). Also yeah i figures that you were new to machine learning when you did not open your own issue on git but rather commented on someone else's open issue , jokes aside let me know what i can do for you , i will be happy to help especially during these times , we can set up a google meet or something as well.

Cheers

On Tue, Apr 27, 2021 at 8:52 PM Vishal Bharadwaj @.***> wrote:

Hello sir, We are working on a video captioning project using your repository as a model. We are trying to train new videos but we are all new to Machine Learning/Deep Learning concepts. We understood the flow 'caption.ipynb', I mean we are still learning. From the pressure of our teachers to submit ASAP we would really like some help. We also observed the use of kamal hassan's video, we study in Anna University. Thank you for the quick response sir.

On Tue, Apr 27, 2021 at 7:14 PM captanlevi @.***> wrote:

@vbadwaj https://github.com/vbadwaj sure what do you need ?

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captanlevi commented 3 years ago

did you really mean to send @.*** as your id ? google meets do not require you to give me your id , junt send me a meet link

On Thu, Apr 29, 2021 at 11:17 AM Vishal Bharadwaj @.***> wrote:

A Google meet will be amazing. Thank you so much. Here's my email ID: @.***

On Thu, 29 Apr 2021, 09:44 captanlevi, @.***> wrote:

Hello Please dont call me sir , I am a final year student at BITS pilani ;). Also yeah i figures that you were new to machine learning when you did not open your own issue on git but rather commented on someone else's open issue , jokes aside let me know what i can do for you , i will be happy to help especially during these times , we can set up a google meet or something as well.

Cheers

On Tue, Apr 27, 2021 at 8:52 PM Vishal Bharadwaj @.***> wrote:

Hello sir, We are working on a video captioning project using your repository as a model. We are trying to train new videos but we are all new to Machine Learning/Deep Learning concepts. We understood the flow 'caption.ipynb', I mean we are still learning. From the pressure of our teachers to submit ASAP we would really like some help. We also observed the use of kamal hassan's video, we study in Anna University. Thank you for the quick response sir.

On Tue, Apr 27, 2021 at 7:14 PM captanlevi @.***> wrote:

@vbadwaj https://github.com/vbadwaj sure what do you need ?

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vbadwaj commented 3 years ago

Oh I sent it so we can talk on mail rather than someone else's issue.

On Thu, 29 Apr 2021, 09:49 captanlevi, @.***> wrote:

did you really mean to send @.*** as your id ? google meets do not require you to give me your id , junt send me a meet link

On Thu, Apr 29, 2021 at 11:17 AM Vishal Bharadwaj @.***> wrote:

A Google meet will be amazing. Thank you so much. Here's my email ID: @.***

On Thu, 29 Apr 2021, 09:44 captanlevi, @.***> wrote:

Hello Please dont call me sir , I am a final year student at BITS pilani ;). Also yeah i figures that you were new to machine learning when you did not open your own issue on git but rather commented on someone else's open issue , jokes aside let me know what i can do for you , i will be happy to help especially during these times , we can set up a google meet or something as well.

Cheers

On Tue, Apr 27, 2021 at 8:52 PM Vishal Bharadwaj @.***> wrote:

Hello sir, We are working on a video captioning project using your repository as a model. We are trying to train new videos but we are all new to Machine Learning/Deep Learning concepts. We understood the flow 'caption.ipynb', I mean we are still learning. From the pressure of our teachers to submit ASAP we would really like some help. We also observed the use of kamal hassan's video, we study in Anna University. Thank you for the quick response sir.

On Tue, Apr 27, 2021 at 7:14 PM captanlevi @.***> wrote:

@vbadwaj https://github.com/vbadwaj sure what do you need ?

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vbadwaj commented 3 years ago

vsv12mar@gmail.com So sorry I hadn't realized that it was hidden

captanlevi commented 3 years ago

Yeah I recived **.**@ as your email id

On Thu, Apr 29, 2021, 11:21 Vishal Bharadwaj @.***> wrote:

Oh I sent it so we can talk on mail rather than someone else's issue.

On Thu, 29 Apr 2021, 09:49 captanlevi, @.***> wrote:

did you really mean to send @.*** as your id ? google meets do not require you to give me your id , junt send me a meet link

On Thu, Apr 29, 2021 at 11:17 AM Vishal Bharadwaj @.***> wrote:

A Google meet will be amazing. Thank you so much. Here's my email ID: @.***

On Thu, 29 Apr 2021, 09:44 captanlevi, @.***> wrote:

Hello Please dont call me sir , I am a final year student at BITS pilani ;). Also yeah i figures that you were new to machine learning when you did not open your own issue on git but rather commented on someone else's open issue , jokes aside let me know what i can do for you , i will be happy to help especially during these times , we can set up a google meet or something as well.

Cheers

On Tue, Apr 27, 2021 at 8:52 PM Vishal Bharadwaj @.***> wrote:

Hello sir, We are working on a video captioning project using your repository as a model. We are trying to train new videos but we are all new to Machine Learning/Deep Learning concepts. We understood the flow 'caption.ipynb', I mean we are still learning. From the pressure of our teachers to submit ASAP we would really like some help. We also observed the use of kamal hassan's video, we study in Anna University. Thank you for the quick response sir.

On Tue, Apr 27, 2021 at 7:14 PM captanlevi @.***> wrote:

@vbadwaj https://github.com/vbadwaj sure what do you need ?

— You are receiving this because you were mentioned. Reply to this email directly, view it on GitHub <

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vbadwaj commented 3 years ago

Yes, so sorry. Can you please email me when you're free. Can we please talk there?

captanlevi commented 3 years ago

lets say around 1 pm ?

On Thu, Apr 29, 2021 at 11:35 AM Vishal Bharadwaj @.***> wrote:

Yes, so sorry. Can you please email me when you're free. Can we please talk there?

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vbadwaj commented 3 years ago

How about 3 pm? We are in class now.

On Thu, 29 Apr 2021, 10:41 captanlevi, @.***> wrote:

lets say around 1 pm ?

On Thu, Apr 29, 2021 at 11:35 AM Vishal Bharadwaj @.***> wrote:

Yes, so sorry. Can you please email me when you're free. Can we please talk there?

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captanlevi commented 3 years ago

Sorry I had something to do , can we meet at 8-9 pm?

On Thu, Apr 29, 2021, 13:22 Vishal Bharadwaj @.***> wrote:

How about 3 pm? We are in class now.

On Thu, 29 Apr 2021, 10:41 captanlevi, @.***> wrote:

lets say around 1 pm ?

On Thu, Apr 29, 2021 at 11:35 AM Vishal Bharadwaj @.***> wrote:

Yes, so sorry. Can you please email me when you're free. Can we please talk there?

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vbadwaj commented 3 years ago

Sure. Thank you very much.

On Thu, 29 Apr 2021, 13:45 captanlevi, @.***> wrote:

Sorry I had something to do , can we meet at 8-9 pm?

On Thu, Apr 29, 2021, 13:22 Vishal Bharadwaj @.***> wrote:

How about 3 pm? We are in class now.

On Thu, 29 Apr 2021, 10:41 captanlevi, @.***> wrote:

lets say around 1 pm ?

On Thu, Apr 29, 2021 at 11:35 AM Vishal Bharadwaj @.***> wrote:

Yes, so sorry. Can you please email me when you're free. Can we please talk there?

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captanlevi commented 3 years ago

Sorry to reschedule again but i have a meet post 6. Can we start asap? Like say 4:30?

On Thu, Apr 29, 2021, 15:18 Vishal Bharadwaj @.***> wrote:

Sure. Thank you very much.

On Thu, 29 Apr 2021, 13:45 captanlevi, @.***> wrote:

Sorry I had something to do , can we meet at 8-9 pm?

On Thu, Apr 29, 2021, 13:22 Vishal Bharadwaj @.***> wrote:

How about 3 pm? We are in class now.

On Thu, 29 Apr 2021, 10:41 captanlevi, @.***> wrote:

lets say around 1 pm ?

On Thu, Apr 29, 2021 at 11:35 AM Vishal Bharadwaj @.***> wrote:

Yes, so sorry. Can you please email me when you're free. Can we please talk there?

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vbadwaj commented 3 years ago

Okay. How about now?

On Thu, 29 Apr 2021, 14:38 captanlevi, @.***> wrote:

Sorry to reschedule again but i have a meet post 6. Can we start asap? Like say 4:30?

On Thu, Apr 29, 2021, 15:18 Vishal Bharadwaj @.***> wrote:

Sure. Thank you very much.

On Thu, 29 Apr 2021, 13:45 captanlevi, @.***> wrote:

Sorry I had something to do , can we meet at 8-9 pm?

On Thu, Apr 29, 2021, 13:22 Vishal Bharadwaj @.***> wrote:

How about 3 pm? We are in class now.

On Thu, 29 Apr 2021, 10:41 captanlevi, @.***> wrote:

lets say around 1 pm ?

On Thu, Apr 29, 2021 at 11:35 AM Vishal Bharadwaj @.***> wrote:

Yes, so sorry. Can you please email me when you're free. Can we please talk there?

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captanlevi commented 3 years ago

Alright send me the meet link

On Thu, Apr 29, 2021, 16:12 Vishal Bharadwaj @.***> wrote:

Okay. How about now?

On Thu, 29 Apr 2021, 14:38 captanlevi, @.***> wrote:

Sorry to reschedule again but i have a meet post 6. Can we start asap? Like say 4:30?

On Thu, Apr 29, 2021, 15:18 Vishal Bharadwaj @.***> wrote:

Sure. Thank you very much.

On Thu, 29 Apr 2021, 13:45 captanlevi, @.***> wrote:

Sorry I had something to do , can we meet at 8-9 pm?

On Thu, Apr 29, 2021, 13:22 Vishal Bharadwaj @.***> wrote:

How about 3 pm? We are in class now.

On Thu, 29 Apr 2021, 10:41 captanlevi, @.***> wrote:

lets say around 1 pm ?

On Thu, Apr 29, 2021 at 11:35 AM Vishal Bharadwaj @.***> wrote:

Yes, so sorry. Can you please email me when you're free. Can we please talk there?

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vbadwaj commented 3 years ago

https://meet.google.com/ust-skoj-iok