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The training quality of Instruct-GS2GS is inferior to Instruct-Nrf2nerf #20

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cici19850 opened this issue Nov 14, 2024 · 0 comments
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cici19850 commented Nov 14, 2024

Train using Instruct-GS2GS as follows:
First, execute the command: ns-train splatfacto --data data\farm-small --max-num-iterations 20000
Next, execute the command: ns-train igs2gs --data data\farm-small --load-dir outputs/farm-small/splatfacto/2024-10-24_180131/nerfstudio_models --pipeline.prompt "make it look like it just snowed" --pipeline.guidance-scale 12.5 --pipeline.image-guidance-scale 1.5 (Default training 7500 times)
The final effect is as follows:
https://github.com/user-attachments/assets/073f51c0-2534-4ed8-9e27-5caea571f0e2
1731577929399

Train using Instruct-Nrf2nerf as follows:
First, execute the command: ns-train nerfacto --data data\farm-small (Default training 30000 times)
Next, execute the command: ns-train in2n --data data\farm-small --load-dir outputs\farm-small\nerfacto\2024-11-14_115128\nerfstudio_models --pipeline.prompt "make it look like it just snowed" --pipeline.guidance-scale 7.5 --pipeline.image-guidance-scale 1.5 (Default training 15000 times)
The final effect is as follows:
https://github.com/user-attachments/assets/6ef1a59a-70b1-4b97-b690-d010822ec2ba
1731577949615

What is the reason why Instruct-GS2GS is less effective than Instruct-Nrf2nerf? Is there any way to solve it

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