Introduction
Welcome to today’s tutorial on Stable Video Diffusion (SVD)! In this comprehensive guide, we'll dive into how to use Stable Video Diffusion effectively, the necessary steps to generate videos from images, and tips for achieving stunning results. With the rise of AI capabilities, such as those seen in OpenAI’s offerings, many may feel discouraged about utilizing Stable Video Diffusion. However, SVD is a powerful alternative that’s accessible and free to use.
Getting Started with Stable Video Diffusion
Stable Video Diffusion allows you to create engaging videos from still images by utilizing deep learning techniques. To get started with SVD, follow these steps:
1. Setting Up Your Environment
To run Stable Video Diffusion smoothly, you will need:
- A good video card with 6-8 GB of video RAM
- The Stable Diffusion Forge UI which has SVD integrated
Once you have these, here’s how to set it up:
- Open the Stable Diffusion Forge UI and locate the SVD tab.
- Click to find the option to upload or drop an image.
2. Downloading the SVD Checkpoint Model
Before proceeding, you need to download a model for SVD:
- Visit sources like Civ AI to download the required model file (I recommend version 1.1).
- Place the model file in the appropriate folder, normally found under
web UI/models/SVD
.
3. Video Specifications
For SVD to function correctly, ensure your video dimensions meet the requirements:
- Use videos with dimensions of either 124 x 576 pixels or 576 x 124 pixels.
- Upload your image with a similar aspect ratio to optimize results.
Generating Your First Video
Once everything is set up, it’s time to generate your video!
4. Configuring Video Settings
Now, let’s configure the generation parameters:
- Video Frames: Set to 25
- Motion Bucket ID: Typically set to 127 — helps control the level of motion. Adjusting this parameter can lead to more dynamic actions or calmer scenes.
- FPS: Set to 6 FPS
- Sampler: Use Ier A, but feel free to experiment with others.
- Scheduler: Use Caris
- Seed: Experiment with different numbers for variety
5. Generating the Video
To generate:
- Create your prompt (e.g., use a cool robot as depicted at the tutorial start).
- Click the Generate button and wait for the output to process. The time will vary depending on your video card.
6. Review and Optimize
Once you have the initial generation:
- Review the results and make tweaks if necessary. If the output has too many errors or you’re not satisfied, try a different seed.
- Use the Download button to save your video. Note that videos are stored in the temporary folder, which might require some navigation to locate.
Upscaling Your Video
Given that the initial output quality might not meet expectations, consider upscaling using software like Topaz Video AI:
7. Using Topaz Video AI for Enhancement
- Upload your video into Topaz Video AI.
- Choose to upscale to 4k and convert the FPS to 60 for a smoother output.
- Once processing is complete, compare the original and upscaled versions to see the enhancements.
8. Additional Edits to Improve Quality
For even better results, you can make additional changes:
- Experiment with image adjustments in Photoshop for cleaner results.
- Use overlays or effects to add creativity and polish to your video.
Tips for Better Generation Results
Ensuring top-notch quality can take some practice. Here are some tips to keep in mind:
- Experiment with Seeds: Don’t hesitate to try multiple seeds to find a desirable outcome.
- Image Complexity: More complex images can yield more interesting results. Incorporate elements like snow, fire, or smoke to enhance visual dynamics.
- Iterate for Perfection: Sometimes, you may need multiple attempts to achieve success. Keep generating and refining until you find the right look.
Conclusion
Stable Video Diffusion opens doors to exciting video generation possibilities using AI technology. By following the steps outlined in this guide, you can harness the potential of SVD to create dynamic videos from your images. Remember that patience and experimentation are key—don’t get discouraged by initial results. Keep refining your techniques, experimenting with settings, and you will see improvement over time.
If you found this guide helpful, give it a thumbs up and share your results or any creations you’ve made using Stable Video Diffusion! Happy creating!
today's tutorial is about stable video diffusion let me quickly show you what I did with
interest in stable video diffusion however we don't have access to that yet and it's not free I am using the stable
diffusion Forge UI SVD is already integrated you just need to look for the tab called SVD uh which stands for
stable video diffusion if you click on it you'll find a place where you can upload or drop your image if you scroll
down it says SVD checkpoint file name there you don't have a model yet so you have to download one there are different
sources but I downloaded one from Civ AI you can search for the name or access this link I use version 1.1 you can
download this into the following folder go to web UI then look for models the folder named SVD is where you place the
model now before moving on keep in mind that SVD needs a good video card with more than six to 8 gabt of video RAM if
you hit the refresh button you should be able to see it here and you can select it from the list now for limitations you
can only use videos with dimensions of 1,24 by 576 pixels or 576 by 1,24 pixels so upload an image with a similar ratio
for the rest of the settings use these for video frames 25 for motion bucket ID I use 127 is a parameter that controls
the level of motion in the generated video by adjusting this value you can influence how much motion is present a
higher motion bucket ID results in more pronounced and dynamic Motion in the video while a lower value leads to to a
calmer and more stable effect for fps6 copy the rest of the settings for all the remaining and for the sampler I used
ier a but you can experiment with others use the schedular Caris and for the seed you can change it to different numbers
until you find a variation that you like let me generate an image to show you how it works I'll use a prompt with a robot
just like you saw at the beginning of this video remember it only works on those exact sizes so use that for the
size either landscape or portrait optionally you can use an art style once I hit generate I'll get an
image like this cool robot under the image you'll see a button that lets you send the image to SVD click on it and
the image will appear of course you can also upload it manually here scroll down and look for the generate button click
on it and wait a minute or more depending on your video card's power after it's finished you can play the
result if you don't like like it or if there are a lot of Errors try again with a different seed until you get one that
looks okay don't expect to get perfect results on the first try there's a download button on the top right corner
so you can download it I'm not sure why they didn't put the video in the same folder by default it's put in the gradio
temp folder you can rightclick on the video and select copy video address then go to a folder and delete the end of the
path with the video and the beginning leaving you with the exact path where the video is saved as you can see the
video I generated appears here additionally in your normal export folder you have all the frames for this
video try different seeds and generate again until you get something that works the size and video quality are not so
good which is why I'm using a video upscaler like topaz video AI it's not cheap but it does a good job I'll show
you what I do just in case someone is interested in this process you simply browse or drag the video video here on
the right you can see the original size and FPS which is only six from the presets I choose upscale to 4K and
convert to 60fps then I hit export and wait for it to finish you'll see a green check mark
when it's done here is a side by-side comparison on the left is the original and on the right is the upscaled
version Additionally you can see it here with the screen split in half for a clearer comparison let's let me show you
another example of a cute cartoon snowman I'll use the same size that SVD supports um to get a better image in the
same size I'll lock the seed and enable the high resolution fix to get a bigger image that has fewer errors and looks a
little better optionally you can adjust it in Photoshop to have a clearer image and then send it or upload it to SVD I
scroll down and hit generate and while you weight if you look in the command window you can see more info on how much
memory is left from 24 gabes I have 18 gbt left so it seems like it's using around 6 gabt the first result is not
too bad it has some problems with the hands at the end you can download it and try another seed hoping for better
results sometimes you get lucky on the first try while other times it takes 5 to 10 tries to get a good one if it
still doesn't turn out how it should try a different image because it depends on the image as well its composition what's
seen in the image whether there's snow smoke fire Etc if you incorporate more elements in
the image there are more things that can move around to create more Dynamics but it can also lead to more mistakes so
play around with it and have fun here I picked one generation that looks okay and has fewer mistakes since the quality
is not so good I'm using topaz video AI to get this upscaled version uh I removed a few frames at the beginning
and at the end that had more obvious mistakes then I duplicated and reversed the video creating a loop that looks
kind of cool after that you can make it more interesting by adding some snow overlays on top and the result is quite
nice in the future models should produce better and better results so this is a good start I'd say here are a few more
examples I generated with it and upscaled afterward to get a smoother video um if you enjoyed this video
Heads up!
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