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 4676–4700 of 6689 papers

TitleStatusHype
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