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Generated results of DreamForge-DiT and DreamForge #64

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@yzli-0910

Thank you again for the great project.

I succeed to run DreamForge-DiT along with DreamArena with APIs for TrafficManager and DrivingAgents.
But for the generated results, it looks weired.

For the first few frames, it looks perfect, but for the later frames, the generated frames look noisy, "seems like past frame contents be directly passed to the next frame, making it look noisy".

I use dockers to create enviroemnts, so I think library version for the 3 modules in DreamArena including DreamForge-DiT should be mostly correct.

Here I share some samples:

1st frame:
Image

3rd frame:
Image

5th frame:
Image

7th frame:
Image

9th frame
Image

You may see some clear noises since 5th frame.
Am I wrong in any step? If there is any cue, I would appreciate if you could share with me.

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  1. yzli-0910 commented on Jun 9, 2025

    @yzli-0910
    Author

    I would be appreciated if you could answer me just a simple question first.

    I wonder if this situation happened during your experiments as well? Or just for me?
    If latter applies, I will try to find possible solutions myself first.

  2. jiakaa commented on Jun 12, 2025

    @jiakaa

    Image

    I also encountered this problem. After five frames, the image gradually filled with noise. By the 30th frame, the image looked like this, and the scene remained completely unchanged.

  3. changed the title [-]Generated results of DreamForge-DiT[/-] [+]Generated results of DreamForge-DiT and DreamForge[/+] on Jun 13, 2025
  4. yzli-0910 commented on Jun 13, 2025

    @yzli-0910
    Author

    I face a different issue for DreamForge (w/o DiT).

    The scene appearance changes drastically every 10 frames, while the object position remain expected.
    So I think the TrafficManager is keeping sending correct control signal.
    But the temporal consistency for DreamForge only maintains within the 10 frame clip?

    Here I attach some samples (Look at the changes of 10th->11th, 20th->21th):

    1st frame
    Image

    10th frame
    Image

    11th frame (sudden change of scene appearance, but car position looks normal)
    Image

    20th frame
    Image

    21th frame (sudden change of scene appearance, but car position looks normal)
    Image

  5. gaoshanliushui58 commented on Nov 25, 2025

    @gaoshanliushui58
    Image I also meet the same problem. I use the DreamForge-DiT and ran TrafficManager and Uniad synchronously. There is a lot of noise from the first frame. Image WARNING:root:You did not provide box_latent for infer. I will sample w/o random seed! I have noticed that WorldDreamer has been issuing warnings all along, and I am not sure if this is the reason.
  6. CHJK-reinforce commented on Apr 28, 2026

    @CHJK-reinforce

    Hello, thank you very much for your sharing. Currently, when I run the DreamForge-DiT + UniAD closed loop, I find that there are bugs in the DreamForge-DiT code itself. Could you please tell me if you directly reproduced the above result according to the Readme at that time?

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