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04/13/2023
ShapeClipper: Scalable 3D Shape Learning from Single-View Images via Geometric and CLIP-based Consistency
We present ShapeClipper, a novel method that reconstructs 3D object shap...
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11/28/2022
Learning Dense Object Descriptors from Multiple Views for Low-shot Category Generalization
A hallmark of the deep learning era for computer vision is the successfu...
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04/21/2022
Planes vs. Chairs: Category-guided 3D shape learning without any 3D cues
We present a novel 3D shape reconstruction method which learns to predic...
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01/18/2021
Using Shape to Categorize: Low-Shot Learning with an Explicit Shape Bias
It is widely accepted that reasoning about object shape is important for...
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01/18/2021
Does Continual Learning = Catastrophic Forgetting?
Continual learning is known for suffering from catastrophic forgetting, ...
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06/14/2020
3D Reconstruction of Novel Object Shapes from Single Images
The key challenge in single image 3D shape reconstruction is to ensure t...
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09/10/2019