SOTAVerified

Image Generation

Image Generation (synthesis) is the task of generating new images from an existing dataset.

  • Unconditional generation refers to generating samples unconditionally from the dataset, i.e. $p(y)$
  • Conditional image generation (subtask) refers to generating samples conditionally from the dataset, based on a label, i.e. $p(y|x)$.

In this section, you can find state-of-the-art leaderboards for unconditional generation. For conditional generation, and other types of image generations, refer to the subtasks.

( Image credit: StyleGAN )

Papers

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Showing 4651–4700 of 6689 papers

TitleStatusHype
Vector Quantized Image-to-Image Translation—0
YoChameleon: Personalized Vision and Language Generation—0
Adversarial Attacks on Image Generation With Made-Up Words—0
VehicleGAN: Pair-flexible Pose Guided Image Synthesis for Vehicle Re-identification—0
Vehicle Image Generation Going Well with The Surroundings—0
Single-Image 3D Human Digitization with Shape-Guided Diffusion—0
VeRi3D: Generative Vertex-based Radiance Fields for 3D Controllable Human Image Synthesis—0
Adversarial Attack Against Images Classification based on Generative Adversarial Networks—0
Verisimilar Image Synthesis for Accurate Detection and Recognition of Texts in Scenes—0
SingleInsert: Inserting New Concepts from a Single Image into Text-to-Image Models for Flexible Editing—0
Advancing Video Quality Assessment for AIGC—0
Single Stage Multi-Pose Virtual Try-On—0
Single Underwater Image Enhancement Using an Analysis-Synthesis Network—0
Single-View Height Estimation with Conditional Diffusion Probabilistic Models—0
Advancing Urban Renewal: An Automated Approach to Generating Historical Arcade Facades with Stable Diffusion Models—0
SKE-Layout: Spatial Knowledge Enhanced Layout Generation with LLMs—0
Sketch2Human: Deep Human Generation with Disentangled Geometry and Appearance Control—0
Sketch and Text Guided Diffusion Model for Colored Point Cloud Generation—0
Advancing Text-Driven Chest X-Ray Generation with Policy-Based Reinforcement Learning—0
Sketch guided and progressive growing GAN for realistic and editable ultrasound image synthesis—0
Sketch-Guided Scene Image Generation—0
SketchHairSalon: Deep Sketch-based Hair Image Synthesis—0
SketchRef: A Benchmark Dataset and Evaluation Metrics for Automated Sketch Synthesis—0
SketchTriplet: Self-Supervised Scenarized Sketch-Text-Image Triplet Generation—0
SkinGEN: an Explainable Dermatology Diagnosis-to-Generation Framework with Interactive Vision-Language Models—0
Skip-and-Play: Depth-Driven Pose-Preserved Image Generation for Any Objects—0
Skip-Thought GAN: Generating Text through Adversarial Training using Skip-Thought Vectors—0
SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis—0
Skrr: Skip and Re-use Text Encoder Layers for Memory Efficient Text-to-Image Generation—0
Advancing Generative Model Evaluation: A Novel Algorithm for Realistic Image Synthesis and Comparison in OCR System—0
DDAE++: Enhancing Diffusion Models Towards Unified Generative and Discriminative Learning—0
Advancing Diffusion Models: Alias-Free Resampling and Enhanced Rotational Equivariance—0
Advancing Deep Learning through Probability Engineering: A Pragmatic Paradigm for Modern AI—0
You Don't Have to Be Perfect to Be Amazing: Unveil the Utility of Synthetic Images—0
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models—0
Slot-Guided Adaptation of Pre-trained Diffusion Models for Object-Centric Learning and Compositional Generation—0
Small-GAN: Speeding Up GAN Training Using Core-sets—0
VGAN-Based Image Representation Learning for Privacy-Preserving Facial Expression Recognition—0
SmartMask: Context Aware High-Fidelity Mask Generation for Fine-grained Object Insertion and Layout Control—0
SmartSpatial: Enhancing the 3D Spatial Arrangement Capabilities of Stable Diffusion Models and Introducing a Novel 3D Spatial Evaluation Framework—0
VGNC: Reducing the Overfitting of Sparse-view 3DGS via Validation-guided Gaussian Number Control—0
VHEGAN: Variational Hetero-Encoder Randomized GAN for Zero-Shot Learning—0
SMPL-GPTexture: Dual-View 3D Human Texture Estimation using Text-to-Image Generation Models—0
SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device—0
Snap Video: Scaled Spatiotemporal Transformers for Text-to-Video Synthesis—0
SNOOPI: Supercharged One-step Diffusion Distillation with Proper Guidance—0
Social Biases through the Text-to-Image Generation Lens—0
Generative Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges—0
ViCTr: Vital Consistency Transfer for Pathology Aware Image Synthesis—0
Soft Curriculum for Learning Conditional GANs with Noisy-Labeled and Uncurated Unlabeled Data—0
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All datasetsImageNet 256x256CIFAR-10ImageNet 64x64ImageNet 512x512FFHQ 256 x 256CelebA 64x64ImageNet 32x32LSUN Bedroom 256 x 256STL-10LSUN Churches 256 x 256ImageNet 128x128FFHQ 1024 x 1024

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Improved DDPMFID12.3—Unverified
2ADMFID11.84—Unverified
3BigGAN-deepFID8.1—Unverified
4Polarity-BigGANFID6.82—Unverified
5VQGAN+Transformer (k=mixed, p=1.0, a=0.005)FID6.59—Unverified
6MaskGITFID6.18—Unverified
7VQGAN+Transformer (k=600, p=1.0, a=0.05)FID5.2—Unverified
8CDMFID4.88—Unverified
9ADM-GFID4.59—Unverified
10RINFID4.51—Unverified
#ModelMetricClaimedVerifiedStatus
1PresGANFID52.2—Unverified
2RESFLOWFID48.29—Unverified
3Residual FlowFID46.37—Unverified
4GLF+perceptual loss (ours)FID44.6—Unverified
5ProdPoly no activation functionsFID40.45—Unverified
6ProdPoly no activation functionsFID36.77—Unverified
7ACGANFID35.47—Unverified
8DenseFlow-74-10FID34.9—Unverified
9NVAE w/ flowFID32.53—Unverified
10QSNGANFID31.97—Unverified
#ModelMetricClaimedVerifiedStatus
1GLIDE + CLSFID30.87—Unverified
2GLIDE + CLIPFID30.46—Unverified
3GLIDE + CLS-FREEFID29.22—Unverified
4GLIDE + CLIP + CLS + CLS-FREEFID29.18—Unverified
5PGMGANFID21.73—Unverified
6CLR-GANFID20.27—Unverified
7FMFID14.45—Unverified
8CT (Direct Generation, NFE=1)FID13—Unverified
9CT (Direct Generation, NFE=2)FID11.1—Unverified
10GLIDE +CLSKID7.95—Unverified