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Accelerating 3D deep learning with PyTorch3D

https://doi.org/10.1145/3415263.3419160

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-01234-2_19openalex-snapshot

Layer-Structured 3D Scene Inference via View Synthesis

inferredcites →https://doi.org/10.1007/978-3-030-01252-6_4openalex-snapshot

Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images

inferredcites →https://doi.org/10.1007/978-3-030-01267-0_23openalex-snapshot

Learning Category-Specific Mesh Reconstruction from Image Collections

inferredcites →https://doi.org/10.1007/978-3-030-58452-8_24openalex-snapshot

NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis

inferredcites →https://doi.org/10.1007/978-3-319-10584-0_11openalex-snapshot

OpenDR: An Approximate Differentiable Renderer

inferredcites →https://doi.org/10.1007/978-3-319-46484-8_38openalex-snapshot

3D-R2N2: A Unified Approach for Single and Multi-view 3D Object Reconstruction

inferredcites →https://doi.org/10.1007/s11263-015-0816-yopenalex-snapshot

ImageNet Large Scale Visual Recognition Challenge

inferredcites →https://doi.org/10.1017/cbo9780511811685openalex-snapshot

Multiple View Geometry in Computer Vision

inferredcites →https://doi.org/10.1109/34.134043openalex-snapshot

Fitting parameterized three-dimensional models to images

inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot

Deep Residual Learning for Image Recognition

inferredcites →https://doi.org/10.1109/cvpr.2017.16openalex-snapshot

PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation

inferredcites →https://doi.org/10.1109/cvpr.2017.264openalex-snapshot

A Point Set Generation Network for 3D Object Reconstruction from a Single Image

inferredcites →https://doi.org/10.1109/cvpr.2017.30openalex-snapshot

Multi-View Supervision for Single-View Reconstruction via Differentiable Ray Consistency

inferredcites →https://doi.org/10.1109/cvpr.2019.00025openalex-snapshot

DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation

inferredcites →https://doi.org/10.1109/cvpr.2019.00459openalex-snapshot

Occupancy Networks: Learning 3D Reconstruction in Function Space

inferredcites →https://doi.org/10.1109/cvpr42600.2020.00749openalex-snapshot

SynSin: End-to-End View Synthesis From a Single Image

inferredcites →https://doi.org/10.1109/iccv.2015.304openalex-snapshot

Predicting Depth, Surface Normals and Semantic Labels with a Common Multi-scale Convolutional Architecture

inferredcites →https://doi.org/10.1109/iccv.2017.230openalex-snapshot

Octree Generating Networks: Efficient Convolutional Architectures for High-resolution 3D Outputs

inferredcites →https://doi.org/10.1109/iccv.2019.00239openalex-snapshot

PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization

inferredcites →https://doi.org/10.1109/iccv.2019.00464openalex-snapshot

PointFlow: 3D Point Cloud Generation With Continuous Normalizing Flows

inferredcites →https://doi.org/10.1109/smbv.2001.988771openalex-snapshot

A taxonomy and evaluation of dense two-frame stereo correspondence algorithms

inferredcites →https://doi.org/10.1109/t-c.1971.223313openalex-snapshot

Continuous Shading of Curved Surfaces

inferredcites →https://doi.org/10.1109/t-c.1973.223602openalex-snapshot

The Representation and Matching of Pictorial Structures

inferredcites →https://doi.org/10.1109/tpami.1983.4767366openalex-snapshot

Model-Based Three-Dimensional Interpretations of Two-Dimensional Images

inferredcites →https://doi.org/10.1109/tpami.2003.1227983openalex-snapshot

Face recognition based on fitting a 3D morphable model

inferredcites →https://doi.org/10.1111/j.1467-8659.2003.00716.xopenalex-snapshot

A Survey of Inverse Rendering Problems

inferredcites →https://doi.org/10.1145/2018323.2018337openalex-snapshot

High-performance software rasterization on GPUs

inferredcites →https://doi.org/10.1145/3065386openalex-snapshot

ImageNet classification with deep convolutional neural networks

inferredcites →https://doi.org/10.1145/3272127.3275109openalex-snapshot

Differentiable Monte Carlo ray tracing through edge sampling

inferredcites →https://doi.org/10.1145/3355089.3356513openalex-snapshot

Differentiable surface splatting for point-based geometry processing

inferredcites →https://doi.org/10.1145/3596711.3596800openalex-snapshot

SMPL: A Skinned Multi-Person Linear Model

inferredcites →https://doi.org/10.1145/360825.360839openalex-snapshot

Illumination for computer generated pictures

inferredcites →https://doi.org/10.1167/17.10.296openalex-snapshot

Places: An Image Database for Deep Scene Understanding

inferredcites →https://doi.org/10.4230/lipics.ecoop.2025.6openalex-snapshot

Detecting Functionality-Specific Vulnerabilities via Retrieving Individual Functionality-Equivalent APIs in Open-Source Repositories

inferredcites →https://doi.org/10.48550/arxiv.1406.2283openalex-snapshot

Depth Map Prediction from a Single Image using a Multi-Scale Deep Network

inferredcites →https://doi.org/10.48550/arxiv.1409.1556openalex-snapshot

Very Deep Convolutional Networks for Large-Scale Image Recognition

inferredcites →https://doi.org/10.48550/arxiv.1411.4038openalex-snapshot

Fully Convolutional Networks for Semantic Segmentation

inferredcites →https://doi.org/10.48550/arxiv.1506.03365openalex-snapshot

LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop

inferredcites →https://doi.org/10.48550/arxiv.1512.03012openalex-snapshot

ShapeNet: An Information-Rich 3D Model Repository

inferredcites →https://doi.org/10.48550/arxiv.1610.07584openalex-snapshot

Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling

inferredcites →https://doi.org/10.48550/arxiv.1901.05567openalex-snapshot

Soft Rasterizer: Differentiable Rendering for Unsupervised Single-View Mesh Reconstruction

inferredcites →https://doi.org/10.48550/arxiv.1908.01210openalex-snapshot

Learning to Predict 3D Objects with an Interpolation-based Differentiable Renderer

inferredcites →https://doi.org/10.48550/arxiv.1911.05063openalex-snapshot

Kaolin: A PyTorch Library for Accelerating 3D Deep Learning Research

inferredcites →https://doi.org/10.48550/arxiv.2002.10880openalex-snapshot

PolyGen: An Autoregressive Generative Model of 3D Meshes

inferredcites →https://doi.org/10.5555/3026877.3026899openalex-snapshot

TensorFlow: A system for large-scale machine learning

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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SshELF: Single-Shot Hierarchical Extrapolation of Latent Features for 3D Reconstruction from Sparse-Views

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MeshGS: Adaptive Mesh-Aligned Gaussian Splatting for High-Quality Rendering

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SplatSurf: bridging Gaussian splatting and surface geometry via triangle-soup

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Tangent Space Backpropagation for 3D Transformation Groups

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AIM: an Auto-Augmenter for Images and Meshes

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ROCA: Robust CAD Model Retrieval and Alignment from a Single Image

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Simulated Adversarial Testing of Face Recognition Models

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.00551openalex-snapshot

KeyTr: Keypoint Transporter for 3D Reconstruction of Deformable Objects in Videos

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.00661openalex-snapshot

Coupled Iterative Refinement for 6D Multi-Object Pose Estimation

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.00751openalex-snapshot

Blind Face Restoration via Integrating Face Shape and Generative Priors

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.00844openalex-snapshot

Differentiable Stereopsis: Meshes from multiple views using differentiable rendering

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.01294openalex-snapshot

ICON: Implicit Clothed humans Obtained from Normals

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.01344openalex-snapshot

Image Based Reconstruction of Liquids from 2D Surface Detections

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.01446openalex-snapshot

RNNPose: Recurrent 6-DoF Object Pose Refinement with Robust Correspondence Field Estimation and Pose Optimization

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.01481openalex-snapshot

Improving the Transferability of Targeted Adversarial Examples through Object-Based Diverse Input

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.01526openalex-snapshot

FWD: Real-time Novel View Synthesis with Forward Warping and Depth

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.01544openalex-snapshot

High-Fidelity Human Avatars from a Single RGB Camera

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.01967openalex-snapshot

EMOCA: Emotion Driven Monocular Face Capture and Animation

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.01990openalex-snapshot

Mining Multi-View Information: A Strong Self-Supervised Framework for Depth-based 3D Hand Pose and Mesh Estimation

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.02045openalex-snapshot

ABO: Dataset and Benchmarks for Real-World 3D Object Understanding

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00020openalex-snapshot

Frequency-Modulated Point Cloud Rendering with Easy Editing

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00032openalex-snapshot

NeAT: Learning Neural Implicit Surfaces with Arbitrary Topologies from Multi-View Images

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00057openalex-snapshot

ECON: Explicit Clothed humans Optimized via Normal integration

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00083openalex-snapshot

Learning 3D Scene Priors with 2D Supervision

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00097openalex-snapshot

MACARONS: Mapping and Coverage Anticipation with RGB Online Self-Supervision

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00401openalex-snapshot

Towards Effective Adversarial Textured 3D Meshes on Physical Face Recognition

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00452openalex-snapshot

Unsupervised Volumetric Animation

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00456openalex-snapshot

GANmouflage: 3D Object Nondetection with Texture Fields

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00468openalex-snapshot

Shape-Constraint Recurrent Flow for 6D Object Pose Estimation

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00807openalex-snapshot

Point2Pix: Photo-Realistic Point Cloud Rendering via Neural Radiance Fields

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00815openalex-snapshot

Neural Lens Modeling

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00831openalex-snapshot

Learning a 3D Morphable Face Reflectance Model from Low-Cost Data

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00834openalex-snapshot

FitMe: Deep Photorealistic 3D Morphable Model Avatars

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.00875openalex-snapshot

Multiview Compressive Coding for 3D Reconstruction

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01206openalex-snapshot

Humans as Light Bulbs: 3D Human Reconstruction from Thermal Reflection

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01231openalex-snapshot

HARP: Personalized Hand Reconstruction from a Monocular RGB Video

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01240openalex-snapshot

Human Body Shape Completion with Implicit Shape and Flow Learning

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01242openalex-snapshot

PC2: Projection-Conditioned Point Cloud Diffusion for Single-Image 3D Reconstruction

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01257openalex-snapshot

ObjectMatch: Robust Registration using Canonical Object Correspondences

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01264openalex-snapshot

Omni3D: A Large Benchmark and Model for 3D Object Detection in the Wild

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01300openalex-snapshot

IterativePFN: True Iterative Point Cloud Filtering

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01628openalex-snapshot

Physically Realizable Natural-Looking Clothing Textures Evade Person Detectors via 3D Modeling

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01655openalex-snapshot

Learning to Predict Scene-Level Implicit 3D from Posed RGBD Data

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01986openalex-snapshot

TriVol: Point Cloud Rendering via Triple Volumes

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01992openalex-snapshot

SunStage: Portrait Reconstruction and Relighting Using the Sun as a Light Stage

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.02017openalex-snapshot

PointAvatar: Deformable Point-Based Head Avatars from Videos

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.02040openalex-snapshot

Markerless Camera-to-Robot Pose Estimation via Self-Supervised Sim-to-Real Transfer

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.02045openalex-snapshot

SparsePose: Sparse-View Camera Pose Regression and Refinement

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.02082openalex-snapshot

PartSLIP: Low-Shot Part Segmentation for 3D Point Clouds via Pretrained Image-Language Models

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00076openalex-snapshot

I'M HOI: Inertia-Aware Monocular Capture of 3D Human-Object Interactions

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00165openalex-snapshot

3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00177openalex-snapshot

FlashAvatar: High-Fidelity Head Avatar with Efficient Gaussian Embedding

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00212openalex-snapshot

FaceCom: Towards High-fidelity 3D Facial Shape Completion via Optimization and Inpainting Guidance

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00229openalex-snapshot

SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human Meshes

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00333openalex-snapshot

PartDistill: 3D Shape Part Segmentation by Vision-Language Model Distillation

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00398openalex-snapshot

Back to 3D: Few-Shot 3D Keypoint Detection with Back-Projected 2D Features

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00411openalex-snapshot

Differentiable Micro-Mesh Construction

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00429openalex-snapshot

DUDF: Differentiable Unsigned Distance Fields with Hyperbolic Scaling

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00483openalex-snapshot

LTM: Lightweight Textured Mesh Extraction and Refinement of Large Unbounded Scenes for Efficient Storage and Real-Time Rendering

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00512openalex-snapshot

SuGaR: Surface-Aligned Gaussian Splatting for Efficient 3D Mesh Reconstruction and High-Quality Mesh Rendering

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00514openalex-snapshot

VAREN: Very Accurate and Realistic Equine Network

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00515openalex-snapshot

REACTO: Reconstructing Articulated Objects from a Single Video

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00588openalex-snapshot

Wired Perspectives: Multi-View Wire Art Embraces Generative AI

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00593openalex-snapshot

ControlRoom3D: Room Generation Using Semantic Proxy Rooms

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00673openalex-snapshot

L-MAGIC: Language Model Assisted Generation of Images with Coherence

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00911openalex-snapshot

Rethinking Inductive Biases for Surface Normal Estimation

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00988openalex-snapshot

SAOR: Single-View Articulated Object Reconstruction

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00997openalex-snapshot

MRC-Net: 6-DoF Pose Estimation with MultiScale Residual Correlation

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01108openalex-snapshot

Intraoperative 2D/3D Image Registration via Differentiable X-Ray Rendering

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01468openalex-snapshot

ICP-Flow: LiDAR Scene Flow Estimation with ICP

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01555openalex-snapshot

GenNBV: Generalizable Next-Best-View Policy for Active 3D Reconstruction

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01864openalex-snapshot

Animatable Gaussians: Learning Pose-Dependent Gaussian Maps for High-Fidelity Human Avatar Modeling

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01908openalex-snapshot

Real-Time Acquisition and Reconstruction of Dynamic Volumes with Neural Structured Illumination

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01935openalex-snapshot

MVCPS-NeuS: Multi-View Constrained Photometric Stereo for Neural Surface Reconstruction

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01947openalex-snapshot

Dr.Hair: Reconstructing Scalp-Connected Hair Strands without Pre-Training via Differentiable Rendering of Line Segments

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01958openalex-snapshot

StraightPCF: Straight Point Cloud Filtering

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01967openalex-snapshot

Extend Your Own Correspondences: Unsupervised Distant Point Cloud Registration by Progressive Distance Extension

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01992openalex-snapshot

SceneTex: High-Quality Texture Synthesis for Indoor Scenes via Diffusion Priors

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.02292openalex-snapshot

Infrared Adversarial Car Stickers

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.02451openalex-snapshot

Contrastive Pre-Training with Multi-View Fusion for No-Reference Point Cloud Quality Assessment

inferred← citeshttps://doi.org/10.1109/cvpr52734.2025.01580openalex-snapshot

SuperPC: A Single Diffusion Model for Point Cloud Completion, Upsampling, Denoising, and Colorization

inferred← citeshttps://doi.org/10.1109/cvprw53098.2021.00117openalex-snapshot

Point2color: 3D Point Cloud Colorization Using a Conditional Generative Network and Differentiable Rendering for Airborne LiDAR

inferred← citeshttps://doi.org/10.1109/cvprw53098.2021.00196openalex-snapshot

Consistent 3D Human Shape from Repeatable Action

inferred← citeshttps://doi.org/10.1109/cvprw56347.2022.00453openalex-snapshot

Black-Box Test-Time Shape REFINEment for Single View 3D Reconstruction

inferred← citeshttps://doi.org/10.1109/cvprw56347.2022.00554openalex-snapshot

Nerfels: Renderable Neural Codes for Improved Camera Pose Estimation

inferred← citeshttps://doi.org/10.1109/cvprw59228.2023.00361openalex-snapshot

KBody: Balanced monocular whole-body estimation

inferred← citeshttps://doi.org/10.1109/cvprw59228.2023.00661openalex-snapshot

KBody: Towards general, robust, and aligned monocular whole-body estimation

inferred← citeshttps://doi.org/10.1109/embc40787.2023.10340777openalex-snapshot

In-plane Strain Analysis by Correlating Geometry and Visual Data Through a Gradient-Based Surface Reconstruction

inferred← citeshttps://doi.org/10.1109/fg57933.2023.10042545openalex-snapshot

Weakly-Supervised Photo-realistic Texture Generation for 3D Face Reconstruction

inferred← citeshttps://doi.org/10.1109/iaict59002.2023.10205588openalex-snapshot

Monocular 3D Face Reconstruction Using 3D Morphable Model and ElasticFace

inferred← citeshttps://doi.org/10.1109/icac57885.2023.10275180openalex-snapshot

Differentiable Rendering Approach to Mesh Optimization for Digital Human Reconstruction

inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10094917openalex-snapshot

SFR: Semantic-Aware Feature Rendering of Point Cloud

inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10096776openalex-snapshot

Facial Texure Perceiver: Towards High-Fidelity Facial Texture Recovery with Input-Level Inductive Biased Perceiver IO

inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10888966openalex-snapshot

3D View Optimization for Improving Image Aesthetics

inferred← citeshttps://doi.org/10.1109/iccad60883.2024.10553684openalex-snapshot

Transfer Learning-based Approach for 3D Reconstruction from a Single 2D Image

inferred← citeshttps://doi.org/10.1109/iccae56788.2023.10111155openalex-snapshot

Data-Driven FEM Modeling of Elastic Cables for Robotic Manipulation Tasks

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