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Applied Machine Learning Papers

Reading List (Mainly Focused of VLM's and Diffusion Models)

Scalable Diffusion Models with Transformers

Paper • 2212.09748 • Published Dec 19, 2022 • 18
Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Paper • 2311.15127 • Published Nov 25, 2023 • 15
Learning Transferable Visual Models From Natural Language Supervision

Paper • 2103.00020 • Published Feb 26, 2021 • 17
U-Net: Convolutional Networks for Biomedical Image Segmentation

Paper • 1505.04597 • Published May 18, 2015 • 11

FDGaussian: Fast Gaussian Splatting from Single Image via Geometric-aware Diffusion Model

Paper • 2403.10242 • Published Mar 15, 2024 • 12
SV3D: Novel Multi-view Synthesis and 3D Generation from a Single Image using Latent Video Diffusion

Paper • 2403.12008 • Published Mar 18, 2024 • 21

Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data

Paper • 2401.10891 • Published Jan 19, 2024 • 63
SV3D: Novel Multi-view Synthesis and 3D Generation from a Single Image using Latent Video Diffusion

Paper • 2403.12008 • Published Mar 18, 2024 • 21

Motion-I2V: Consistent and Controllable Image-to-Video Generation with Explicit Motion Modeling

Paper • 2401.15977 • Published Jan 29, 2024 • 40
Lumiere: A Space-Time Diffusion Model for Video Generation

Paper • 2401.12945 • Published Jan 23, 2024 • 86
AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning

Paper • 2307.04725 • Published Jul 10, 2023 • 64
Boximator: Generating Rich and Controllable Motions for Video Synthesis

Paper • 2402.01566 • Published Feb 2, 2024 • 28

One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning

Paper • 2306.07967 • Published Jun 13, 2023 • 24
Rerender A Video: Zero-Shot Text-Guided Video-to-Video Translation

Paper • 2306.07954 • Published Jun 13, 2023 • 111
TryOnDiffusion: A Tale of Two UNets

Paper • 2306.08276 • Published Jun 14, 2023 • 74
Seeing the World through Your Eyes

Paper • 2306.09348 • Published Jun 15, 2023 • 33

SV3D: Novel Multi-view Synthesis and 3D Generation from a Single Image using Latent Video Diffusion

Paper • 2403.12008 • Published Mar 18, 2024 • 21

ViewDiff: 3D-Consistent Image Generation with Text-to-Image Models

Paper • 2403.01807 • Published Mar 4, 2024 • 9
TripoSR: Fast 3D Object Reconstruction from a Single Image

Paper • 2403.02151 • Published Mar 4, 2024 • 15
OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-on

Paper • 2403.01779 • Published Mar 4, 2024 • 31
MagicClay: Sculpting Meshes With Generative Neural Fields

Paper • 2403.02460 • Published Mar 4, 2024 • 8

3D-aware Image Generation using 2D Diffusion Models

Paper • 2303.17905 • Published Mar 31, 2023 • 2
GaussianDreamer: Fast Generation from Text to 3D Gaussian Splatting with Point Cloud Priors

Paper • 2310.08529 • Published Oct 12, 2023 • 18
DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior

Paper • 2310.16818 • Published Oct 25, 2023 • 32
HyperDreamer: Hyper-Realistic 3D Content Generation and Editing from a Single Image

Paper • 2312.04543 • Published Dec 7, 2023 • 22

HyperDreamer: Hyper-Realistic 3D Content Generation and Editing from a Single Image

Paper • 2312.04543 • Published Dec 7, 2023 • 22
Stable Score Distillation for High-Quality 3D Generation

Paper • 2312.09305 • Published Dec 14, 2023 • 10
GAvatar: Animatable 3D Gaussian Avatars with Implicit Mesh Learning

Paper • 2312.11461 • Published Dec 18, 2023 • 19
3D-LFM: Lifting Foundation Model

Paper • 2312.11894 • Published Dec 19, 2023 • 15

ZeroNVS: Zero-Shot 360-Degree View Synthesis from a Single Real Image

Paper • 2310.17994 • Published Oct 27, 2023 • 8
Adaptive Shells for Efficient Neural Radiance Field Rendering

Paper • 2311.10091 • Published Nov 16, 2023 • 20
One-2-3-45++: Fast Single Image to 3D Objects with Consistent Multi-View Generation and 3D Diffusion

Paper • 2311.07885 • Published Nov 14, 2023 • 40
Drivable 3D Gaussian Avatars

Paper • 2311.08581 • Published Nov 14, 2023 • 47

Applied Machine Learning Papers

Reading List (Mainly Focused of VLM's and Diffusion Models)

Scalable Diffusion Models with Transformers

Paper • 2212.09748 • Published Dec 19, 2022 • 18
Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Paper • 2311.15127 • Published Nov 25, 2023 • 15
Learning Transferable Visual Models From Natural Language Supervision

Paper • 2103.00020 • Published Feb 26, 2021 • 17
U-Net: Convolutional Networks for Biomedical Image Segmentation

Paper • 1505.04597 • Published May 18, 2015 • 11

SV3D: Novel Multi-view Synthesis and 3D Generation from a Single Image using Latent Video Diffusion

Paper • 2403.12008 • Published Mar 18, 2024 • 21

FDGaussian: Fast Gaussian Splatting from Single Image via Geometric-aware Diffusion Model

Paper • 2403.10242 • Published Mar 15, 2024 • 12
SV3D: Novel Multi-view Synthesis and 3D Generation from a Single Image using Latent Video Diffusion

Paper • 2403.12008 • Published Mar 18, 2024 • 21

ViewDiff: 3D-Consistent Image Generation with Text-to-Image Models

Paper • 2403.01807 • Published Mar 4, 2024 • 9
TripoSR: Fast 3D Object Reconstruction from a Single Image

Paper • 2403.02151 • Published Mar 4, 2024 • 15
OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-on

Paper • 2403.01779 • Published Mar 4, 2024 • 31
MagicClay: Sculpting Meshes With Generative Neural Fields

Paper • 2403.02460 • Published Mar 4, 2024 • 8

Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data

Paper • 2401.10891 • Published Jan 19, 2024 • 63
SV3D: Novel Multi-view Synthesis and 3D Generation from a Single Image using Latent Video Diffusion

Paper • 2403.12008 • Published Mar 18, 2024 • 21

3D-aware Image Generation using 2D Diffusion Models

Paper • 2303.17905 • Published Mar 31, 2023 • 2
GaussianDreamer: Fast Generation from Text to 3D Gaussian Splatting with Point Cloud Priors

Paper • 2310.08529 • Published Oct 12, 2023 • 18
DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior

Paper • 2310.16818 • Published Oct 25, 2023 • 32
HyperDreamer: Hyper-Realistic 3D Content Generation and Editing from a Single Image

Paper • 2312.04543 • Published Dec 7, 2023 • 22

Motion-I2V: Consistent and Controllable Image-to-Video Generation with Explicit Motion Modeling

Paper • 2401.15977 • Published Jan 29, 2024 • 40
Lumiere: A Space-Time Diffusion Model for Video Generation

Paper • 2401.12945 • Published Jan 23, 2024 • 86
AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning

Paper • 2307.04725 • Published Jul 10, 2023 • 64
Boximator: Generating Rich and Controllable Motions for Video Synthesis

Paper • 2402.01566 • Published Feb 2, 2024 • 28

HyperDreamer: Hyper-Realistic 3D Content Generation and Editing from a Single Image

Paper • 2312.04543 • Published Dec 7, 2023 • 22
Stable Score Distillation for High-Quality 3D Generation

Paper • 2312.09305 • Published Dec 14, 2023 • 10
GAvatar: Animatable 3D Gaussian Avatars with Implicit Mesh Learning

Paper • 2312.11461 • Published Dec 18, 2023 • 19
3D-LFM: Lifting Foundation Model

Paper • 2312.11894 • Published Dec 19, 2023 • 15

One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning

Paper • 2306.07967 • Published Jun 13, 2023 • 24
Rerender A Video: Zero-Shot Text-Guided Video-to-Video Translation

Paper • 2306.07954 • Published Jun 13, 2023 • 111
TryOnDiffusion: A Tale of Two UNets

Paper • 2306.08276 • Published Jun 14, 2023 • 74
Seeing the World through Your Eyes

Paper • 2306.09348 • Published Jun 15, 2023 • 33

ZeroNVS: Zero-Shot 360-Degree View Synthesis from a Single Real Image

Paper • 2310.17994 • Published Oct 27, 2023 • 8
Adaptive Shells for Efficient Neural Radiance Field Rendering

Paper • 2311.10091 • Published Nov 16, 2023 • 20
One-2-3-45++: Fast Single Image to 3D Objects with Consistent Multi-View Generation and 3D Diffusion

Paper • 2311.07885 • Published Nov 14, 2023 • 40
Drivable 3D Gaussian Avatars

Paper • 2311.08581 • Published Nov 14, 2023 • 47

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