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 4701–4750 of 6689 papers

TitleStatusHype
Soft Diffusion: Score Matching for General Corruptions—0
Soft-Gated Warping-GAN for Pose-Guided Person Image Synthesis—0
Vid2Actor: Free-viewpoint Animatable Person Synthesis from Video in the Wild—0
Advancements in Data Processing and Calibration for the Hyperspectral Imaging Satellite (HySIS)—0
Soft Mixture Denoising: Beyond the Expressive Bottleneck of Diffusion Models—0
ADT: Tuning Diffusion Models with Adversarial Supervision—0
SoK: Can Synthetic Images Replace Real Data? A Survey of Utility and Privacy of Synthetic Image Generation—0
SoK: Privacy-Preserving Data Synthesis—0
Solving Inverse Problems with FLAIR—0
SonarSplat: Novel View Synthesis of Imaging Sonar via Gaussian Splatting—0
SonicDiffusion: Audio-Driven Image Generation and Editing with Pretrained Diffusion Models—0
Sora as an AGI World Model? A Complete Survey on Text-to-Video Generation—0
SounDiT: Geo-Contextual Soundscape-to-Landscape Generation—0
VidEdit: Zero-Shot and Spatially Aware Text-Driven Video Editing—0
SOWing Information: Cultivating Contextual Coherence with MLLMs in Image Generation—0
Sparc3D: Sparse Representation and Construction for High-Resolution 3D Shapes Modeling—0
SPARKE: Scalable Prompt-Aware Diversity Guidance in Diffusion Models via RKE Score—0
SparseFusion: Distilling View-conditioned Diffusion for 3D Reconstruction—0
Shackled Dancing: A Bit-Locked Diffusion Algorithm for Lossless and Controllable Image Steganography—0
Sparse Repellency for Shielded Generation in Text-to-image Diffusion Models—0
SpaText: Spatio-Textual Representation for Controllable Image Generation—0
Spatial-Aware Latent Initialization for Controllable Image Generation—0
Spatial Functa: Scaling Functa to ImageNet Classification and Generation—0
Spatial Fusion GAN for Image Synthesis—0
Spatial Latent Representations in Generative Adversarial Networks for Image Generation—0
Spatially Multi-conditional Image Generation—0
Spatial Steerability of GANs via Self-Supervision from Discriminator—0
Spatial Transport Optimization by Repositioning Attention Map for Training-Free Text-to-Image Synthesis—0
SPDiffusion: Semantic Protection Diffusion for Multi-concept Text-to-image Generation—0
VideoControlNet: A Motion-Guided Video-to-Video Translation Framework by Using Diffusion Model with ControlNet—0
VideoDirectorGPT: Consistent Multi-scene Video Generation via LLM-Guided Planning—0
Spectral Image Tokenizer—0
VideoDPO: Omni-Preference Alignment for Video Diffusion Generation—0
Chain-of-Jailbreak Attack for Image Generation Models via Editing Step by Step—0
Character Generation through Self-Supervised Vectorization—0
Zoom-In-to-Check: Boosting Video Interpolation via Instance-level Discrimination—0
ChatAnything: Facetime Chat with LLM-Enhanced Personas—0
ChatGen: Automatic Text-to-Image Generation From FreeStyle Chatting—0
VideoGen: A Reference-Guided Latent Diffusion Approach for High Definition Text-to-Video Generation—0
ChatPainter: Improving Text to Image Generation using Dialogue—0
CGOF++: Controllable 3D Face Synthesis with Conditional Generative Occupancy Fields—0
ChatScratch: An AI-Augmented System Toward Autonomous Visual Programming Learning for Children Aged 6-12—0
Cheap-fake Detection with LLM using Prompt Engineering—0
Speech Fusion to Face: Bridging the Gap Between Human's Vocal Characteristics and Facial Imaging—0
Check, Locate, Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation—0
Check Locate Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation—0
Chest-Diffusion: A Light-Weight Text-to-Image Model for Report-to-CXR Generation—0
Chili Pepper Disease Diagnosis via Image Reconstruction Using GrabCut and Generative Adversarial Serial Autoencoder—0
SpeedUpNet: A Plug-and-Play Adapter Network for Accelerating Text-to-Image Diffusion Models—0
Chinese Typeface Transformation with Hierarchical Adversarial Network—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