superai-20240428-superv-visual-quality.txt

 ### Generalized Visual Quality ###

(still updating ...)

#Priori as Condition
    Increamental hash priori as Condition for UNet/Diffusion    #DiffHashPriori  #UNet3DConditionModel  #Contional Unet

#Unseen Process
    2D novel views generation    #MVDream:4views+MVControl  #LGM:4views-unet-GS  #RetrievalFuse:knn-database  #Zero123++*: n-view-images  #2404.18669 Bootstrap 3DGS

#Local Process
    Local Patcher Supervised   #TripoSR(NoCode)
    Local vs. Global  #eg. LOD in GameEngine
    Structure-Aware： 2404.19149SAGS

#Bigger Data/Representation/Network
    Bigger I/O        #Point-number  #SH-degree
    Bigger Network    #Deeper/Wider
    Better Network    (#En+De  #ViT  #Unet  #Diffusion)   #EDM/Diffusion  #AGG      #Splatter/Unet  #Gamba/DINO+Gamba->3dgs->Render  #LatenSplat  #DIG3D  #FDGaussian     

#Extra Network
    Extra Refine    #HybridRepresentation+SuperResolution:2401.04099 AGG/DINOv2+...+PVCNN   https://github.com/mit-han-lab/pvcnn
    Depth Inpaint   #InvisibleStitch:Generating Smooth 3D Scenes with Depth Inpainting:https://github.com/paulengstler/invisible-stitch

#Special Network
    Recursion-Resolution    #PointInfinity: Train@LowResolution+Infer@HighResolution
    Super-Resolution    #Transformer for Single Image Super-Resolution  #Multi-Scale Vision Longformer  #FlexiViT

#Special Loss&Regularization
    Visual     #LPIPS
    Surface    #SuGaR  
    Deblure    #2401.00834-Deblurring 3DGS
    Robust     #2404.04211-Robust GS
    GS-Point   #dense/distance, scale, sh-degree, ...


###########################


### Some Important Networks

## Gamba
image -> GambaNet -> 3dgs -> Render -> image'


## AGG
image -> DINOv2 -> feature#11                                                                                         -|                                 -|
                              -> Transformer Geometry -> location-point-cloud#211                         -| -> PVCNN -| -> CrossAttent -> feature-expan -| -> CrossAttent -> PVCNN -> HR-GS
                              -> Transformer Texture/reshape -> triplane#221 -> MLP -> opacity-color#222  -|


## LatenSplat
image -> {Encoder: DINO -> Transformer -> header}) -> 3dgs -> feature-map -> (Decoder) -> Diffustion


## Splatter
image -> Unet ->  GS***


## DIG3D (X)


## FDGaussian (X)