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Single View 3D Reconstruction On Shapenet

Metrics

3DIoU

Results

Performance results of various models on this benchmark

Paper TitleRepository
SDFDiff0.6674SDFDiff: Differentiable Rendering of Signed Distance Fields for 3D Shape Optimization
ZubicLio0.6543An Effective Loss Function for Generating 3D Models from Single 2D Image without Rendering
SoftRas (full)0.6464Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoning
DIB-R0.612Learning to Predict 3D Objects with an Interpolation-based Differentiable Renderer
NMR [19]0.6015Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoning
voxel [47]0.5736Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoning
retrieval [47]0.4766Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoning
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Single View 3D Reconstruction On Shapenet | SOTA | HyperAI