Cambridge, Massachusetts

Vincent Sitzmann

Elite
@vsitzmann

Assistant Professor @mit EECS. I'm researching self-supervised learning for vision - how can we build an AI that learns to perceive the world the way we do?

awesome-implicit-representations. A curated list of resources on implicit neural representations.

2.6k

siren. Official implementation of "Implicit Neural Representations with Periodic Activation Functions"

2k

phd-master-application-docs. A collection of the application documents I used to apply to universities in the US.

488

scene-representation-networks. Official Pytorch implementation of Scene Representation Networks: Continuous 3D-Structure-Aware Neural Scene Representations

440

deepvoxels. Python

232

light-field-networks. Python

188

xfactor-nvs. Public code for XFactor: Introduces the first geometry-free model to achieve true self-supervised / pose-free Novel View Synthesis (NVS) by learning transferable latent camera pose representations.

159

deepoptics. Python

151

metasdf. Official implementation of "MetaSDF: Meta-learning Signed Distance Functions"

149

shapenet_renderer. A clean, compact renderer for spherical images of shapenet objects in blender <2.8.

78

pytorch_prototyping. Custom pytorch modules with sane default parameters useful for model prototyping. (U-Net, upsampling, downsampling...)

65

vr-saliency. Jupyter Notebook

45

neural-isometries. Official JAX implementation of neural isometries - taming transformations for equivariant ML

35

snli-attention-tensorflow. Tensorflow implementation of the Long-Short Term Memory Network with Deep Attention Fusion for the SNLI dataset.

23

vsitzmann.github.io. HTML

15

6.8300-pset-1. Python

3

cifar10_denoising. A tiny example application of pytorch_prototyping, with an example training script.

3

pyrender. Easy-to-use glTF 2.0-compliant OpenGL renderer for visualization of 3D scenes.

2

generative-query-network-pytorch. Generative Query Network (GQN) in PyTorch as described in "Neural Scene Representation and Rendering"

2

show-attend-and-tell-tensorflow. tensorflow implementation of show attend and tell

2

tensorflow. Computation using data flow graphs for scalable machine learning

1

IBRNet. Python

1
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