# How to imbed the video frames from the inference pipeline in the web
**URL:** https://discuss.roboflow.com/t/how-to-imbed-the-video-frames-from-the-inference-pipeline-in-the-web/6597
**Category:** 🤝 Community Help
**Created:** [July 22, 2024, 10:34am UTC](https://discuss.roboflow.com/t/how-to-imbed-the-video-frames-from-the-inference-pipeline-in-the-web/6597 "2024-07-22T10:34:43Z")
**Posts on this page:** 7
**Page:** 2
### Author:  [@Grzegorz](https://discuss.roboflow.com/u/Grzegorz)
#### Post date: [July 26, 2024, 11:44am UTC](https://discuss.roboflow.com/t/how-to-imbed-the-video-frames-from-the-inference-pipeline-in-the-web/6597/21 "2024-07-26T11:44:45Z")
Since the drop you observe is between `inference_pipeline` without `streamlit` and `inference_pipeline` with frames transferred through `streamlit` it seems the problem is outside of `inference` scope. I’d suggest checking with `chatgpt` as it seems it provides quite useful hints.
I just asked `chatgpt` and got suggestion to replace
```auto
frame_placeholder.image(frame_rgb)
```
with
```auto
with frame_placeholder.container():
st.image(frame_rgb, use_column_width=True)
```
I hope you got enough hints to put you into good start, good luck!
---
### Author:  [@Mubashir\_Waheed](https://discuss.roboflow.com/u/Mubashir_Waheed)
#### Post date: [July 26, 2024, 11:58am UTC](https://discuss.roboflow.com/t/how-to-imbed-the-video-frames-from-the-inference-pipeline-in-the-web/6597/22 "2024-07-26T11:58:09Z")
One observation
I am displaying the stream with both the streamlit and open cv and I am getting same fps[8-10] for both even tho I am not sending frames/encoding/decoding for open cv. The only change I made was adding the streamlit
You can see the code I am not using the `frame-rgb` for open cv.
```js
// annotated coming here after process eg labeling, drawing of polygon etc
frame_rgb = cv2.cvtColor(annotated_frame, cv2.COLOR_BGR2RGB)
frame_placeholder.image(frame_rgb)
window_info = cv2.getWindowImageRect('Resizable Window')
width, height = window_info[2], window_info[3]
# Check if the window is minimized or hidden
if width <= 0 or height <= 0:
print("Window is minimized or not properly visible, skipping frame.")
return # Skip this frame and continue with the next one
try:
# original annotated frame[not passed through streamlit]
resized_frame = cv2.resize(annotated_frame, (width, height))
except cv2.error as e:
print(f"Error resizing frame: {e}")
return # Skip this frame and continue with the next one
# Display the resized frame in the window
cv2.imshow('Resizable Window', resized_frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
cv2.destroyAllWindows()
raise SystemExit("Program terminated by user")
```
Thank you so much for your help. I will try to trouble shoot and see what can I done
---
### Author:  [@Grzegorz](https://discuss.roboflow.com/u/Grzegorz)
#### Post date: [July 26, 2024, 5:02pm UTC](https://discuss.roboflow.com/t/how-to-imbed-the-video-frames-from-the-inference-pipeline-in-the-web/6597/23 "2024-07-26T17:02:55Z")
Thanks for sharing the observation, I have some suspicions on the script context setup by `streamlit`, however when I was running from my MackBook I did not experience fps drop… I will investigate further when time allows, currently we have new features that take priority. Many thanks once again!
---
### Author:  [@Mubashir\_Waheed](https://discuss.roboflow.com/u/Mubashir_Waheed)
#### Post date: [July 27, 2024, 9:36am UTC](https://discuss.roboflow.com/t/how-to-imbed-the-video-frames-from-the-inference-pipeline-in-the-web/6597/24 "2024-07-27T09:36:15Z")
I don’t think it’s possible to increase the fps with the streamlit
> **[Can streamlit display 60 fps video from frames?](https://discuss.streamlit.io/t/can-streamlit-display-60-fps-video-from-frames/26971)**
>
> I’ve been using Streamlit for a real time dashboard, and while data has been fast, video has been really slow. When I say video, I mean frames, because this would be reading from a camera or server providing images. Another way of framing this...
---
### Author:  [@Grzegorz](https://discuss.roboflow.com/u/Grzegorz)
#### Post date: [August 1, 2024, 5:41pm UTC](https://discuss.roboflow.com/t/how-to-imbed-the-video-frames-from-the-inference-pipeline-in-the-web/6597/25 "2024-08-01T17:41:56Z")
Hi @Mubashir_Waheed , thank you for following-up!
I personally think the challenge is with async nature of streamlit server and with opencv frames producer being non-async. But I’m not `streamlit` guru and unfortunately I have no time to deep dive into this rabbit hole…
Streaming over network is non-trivial task, that’s one of the reasons people make available solutions like [mediamtx](https://github.com/bluenviron/mediamtx), but it’s more involved than `streamlit` because you have to figure out all components of pipeline.
Anyways - thank you very much for trying `inference`, please keep in touch if yo have any issues with `inference_pipeline`!
---
### Author:  [@Mubashir\_Waheed](https://discuss.roboflow.com/u/Mubashir_Waheed)
#### Post date: [August 6, 2024, 12:35pm UTC](https://discuss.roboflow.com/t/how-to-imbed-the-video-frames-from-the-inference-pipeline-in-the-web/6597/26 "2024-08-06T12:35:32Z")
Ok I tried the mediamtx as well but even the simple stream doesn’t work on windows machine. I am getting black screen in browser. I opened the issue on Github but no response
---
### Author:  [@system](https://discuss.roboflow.com/u/system)
#### Post date: [August 27, 2024, 12:36pm UTC](https://discuss.roboflow.com/t/how-to-imbed-the-video-frames-from-the-inference-pipeline-in-the-web/6597/27 "2024-08-27T12:36:23Z")
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