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Collections including paper arxiv:2404.02883

Scaling Diffusion Models

Resources (papers) mostly related to studying the scaling aspects of diffusion models. The resources appear in non-chronological order.

Bigger is not Always Better: Scaling Properties of Latent Diffusion Models

Paper • 2404.01367 • Published Apr 1, 2024 • 22
On the Scalability of Diffusion-based Text-to-Image Generation

Paper • 2404.02883 • Published Apr 3, 2024 • 19
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis

Paper • 2403.03206 • Published Mar 5, 2024 • 71
Improved Denoising Diffusion Probabilistic Models

Paper • 2102.09672 • Published Feb 18, 2021 • 2

Papers - Amazon

On the Scalability of Diffusion-based Text-to-Image Generation

Paper • 2404.02883 • Published Apr 3, 2024 • 19
MonoPatchNeRF: Improving Neural Radiance Fields with Patch-based Monocular Guidance

Paper • 2404.08252 • Published Apr 12, 2024 • 6
Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning

Paper • 2303.15647 • Published Mar 28, 2023 • 4

U-Net: Convolutional Networks for Biomedical Image Segmentation

Paper • 1505.04597 • Published May 18, 2015 • 16
Image Segmentation using U-Net Architecture for Powder X-ray Diffraction Images

Paper • 2310.16186 • Published Oct 24, 2023 • 2
H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT Volumes

Paper • 1709.07330 • Published Sep 21, 2017 • 2
Deep LOGISMOS: Deep Learning Graph-based 3D Segmentation of Pancreatic Tumors on CT scans

Paper • 1801.08599 • Published Jan 25, 2018 • 2

TCNCA: Temporal Convolution Network with Chunked Attention for Scalable Sequence Processing

Paper • 2312.05605 • Published Dec 9, 2023 • 3
VMamba: Visual State Space Model

Paper • 2401.10166 • Published Jan 18, 2024 • 39
Rethinking Patch Dependence for Masked Autoencoders

Paper • 2401.14391 • Published Jan 25, 2024 • 26
Deconstructing Denoising Diffusion Models for Self-Supervised Learning

Paper • 2401.14404 • Published Jan 25, 2024 • 18

The Chosen One: Consistent Characters in Text-to-Image Diffusion Models

Paper • 2311.10093 • Published Nov 16, 2023 • 58
NeuroPrompts: An Adaptive Framework to Optimize Prompts for Text-to-Image Generation

Paper • 2311.12229 • Published Nov 20, 2023 • 26
Diffusion Model Alignment Using Direct Preference Optimization

Paper • 2311.12908 • Published Nov 21, 2023 • 49
VMC: Video Motion Customization using Temporal Attention Adaption for Text-to-Video Diffusion Models

Paper • 2312.00845 • Published Dec 1, 2023 • 38

Papers - Image - SDXL

On the Scalability of Diffusion-based Text-to-Image Generation

Paper • 2404.02883 • Published Apr 3, 2024 • 19
InstantStyle: Free Lunch towards Style-Preserving in Text-to-Image Generation

Paper • 2404.02733 • Published Apr 3, 2024 • 22
CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching

Paper • 2404.03653 • Published Apr 4, 2024 • 35
ControlNet++: Improving Conditional Controls with Efficient Consistency Feedback

Paper • 2404.07987 • Published Apr 11, 2024 • 48

Papers - Image - Clip

Demystifying CLIP Data

Paper • 2309.16671 • Published Sep 28, 2023 • 20
Model Stock: All we need is just a few fine-tuned models

Paper • 2403.19522 • Published Mar 28, 2024 • 13
Bigger is not Always Better: Scaling Properties of Latent Diffusion Models

Paper • 2404.01367 • Published Apr 1, 2024 • 22
On the Scalability of Diffusion-based Text-to-Image Generation

Paper • 2404.02883 • Published Apr 3, 2024 • 19

Faster Diffusion: Rethinking the Role of UNet Encoder in Diffusion Models

Paper • 2312.09608 • Published Dec 15, 2023 • 16
CodeFusion: A Pre-trained Diffusion Model for Code Generation

Paper • 2310.17680 • Published Oct 26, 2023 • 73
ZeroNVS: Zero-Shot 360-Degree View Synthesis from a Single Real Image

Paper • 2310.17994 • Published Oct 27, 2023 • 8
Progressive Knowledge Distillation Of Stable Diffusion XL Using Layer Level Loss

Paper • 2401.02677 • Published Jan 5, 2024 • 23

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

Paper • 2306.07967 • Published Jun 13, 2023 • 25
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

Scaling Diffusion Models

Resources (papers) mostly related to studying the scaling aspects of diffusion models. The resources appear in non-chronological order.

Bigger is not Always Better: Scaling Properties of Latent Diffusion Models

Paper • 2404.01367 • Published Apr 1, 2024 • 22
On the Scalability of Diffusion-based Text-to-Image Generation

Paper • 2404.02883 • Published Apr 3, 2024 • 19
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis

Paper • 2403.03206 • Published Mar 5, 2024 • 71
Improved Denoising Diffusion Probabilistic Models

Paper • 2102.09672 • Published Feb 18, 2021 • 2

Papers - Image - SDXL

On the Scalability of Diffusion-based Text-to-Image Generation

Paper • 2404.02883 • Published Apr 3, 2024 • 19
InstantStyle: Free Lunch towards Style-Preserving in Text-to-Image Generation

Paper • 2404.02733 • Published Apr 3, 2024 • 22
CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching

Paper • 2404.03653 • Published Apr 4, 2024 • 35
ControlNet++: Improving Conditional Controls with Efficient Consistency Feedback

Paper • 2404.07987 • Published Apr 11, 2024 • 48

Papers - Amazon

On the Scalability of Diffusion-based Text-to-Image Generation

Paper • 2404.02883 • Published Apr 3, 2024 • 19
MonoPatchNeRF: Improving Neural Radiance Fields with Patch-based Monocular Guidance

Paper • 2404.08252 • Published Apr 12, 2024 • 6
Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning

Paper • 2303.15647 • Published Mar 28, 2023 • 4

Papers - Image - Clip

Demystifying CLIP Data

Paper • 2309.16671 • Published Sep 28, 2023 • 20
Model Stock: All we need is just a few fine-tuned models

Paper • 2403.19522 • Published Mar 28, 2024 • 13
Bigger is not Always Better: Scaling Properties of Latent Diffusion Models

Paper • 2404.01367 • Published Apr 1, 2024 • 22
On the Scalability of Diffusion-based Text-to-Image Generation

Paper • 2404.02883 • Published Apr 3, 2024 • 19

U-Net: Convolutional Networks for Biomedical Image Segmentation

Paper • 1505.04597 • Published May 18, 2015 • 16
Image Segmentation using U-Net Architecture for Powder X-ray Diffraction Images

Paper • 2310.16186 • Published Oct 24, 2023 • 2
H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT Volumes

Paper • 1709.07330 • Published Sep 21, 2017 • 2
Deep LOGISMOS: Deep Learning Graph-based 3D Segmentation of Pancreatic Tumors on CT scans

Paper • 1801.08599 • Published Jan 25, 2018 • 2

Faster Diffusion: Rethinking the Role of UNet Encoder in Diffusion Models

Paper • 2312.09608 • Published Dec 15, 2023 • 16
CodeFusion: A Pre-trained Diffusion Model for Code Generation

Paper • 2310.17680 • Published Oct 26, 2023 • 73
ZeroNVS: Zero-Shot 360-Degree View Synthesis from a Single Real Image

Paper • 2310.17994 • Published Oct 27, 2023 • 8
Progressive Knowledge Distillation Of Stable Diffusion XL Using Layer Level Loss

Paper • 2401.02677 • Published Jan 5, 2024 • 23

TCNCA: Temporal Convolution Network with Chunked Attention for Scalable Sequence Processing

Paper • 2312.05605 • Published Dec 9, 2023 • 3
VMamba: Visual State Space Model

Paper • 2401.10166 • Published Jan 18, 2024 • 39
Rethinking Patch Dependence for Masked Autoencoders

Paper • 2401.14391 • Published Jan 25, 2024 • 26
Deconstructing Denoising Diffusion Models for Self-Supervised Learning

Paper • 2401.14404 • Published Jan 25, 2024 • 18

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

Paper • 2306.07967 • Published Jun 13, 2023 • 25
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

The Chosen One: Consistent Characters in Text-to-Image Diffusion Models

Paper • 2311.10093 • Published Nov 16, 2023 • 58
NeuroPrompts: An Adaptive Framework to Optimize Prompts for Text-to-Image Generation

Paper • 2311.12229 • Published Nov 20, 2023 • 26
Diffusion Model Alignment Using Direct Preference Optimization

Paper • 2311.12908 • Published Nov 21, 2023 • 49
VMC: Video Motion Customization using Temporal Attention Adaption for Text-to-Video Diffusion Models

Paper • 2312.00845 • Published Dec 1, 2023 • 38

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