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

Showing 16011650 of 6689 papers

TitleStatusHype
DiffFaceSketch: High-Fidelity Face Image Synthesis with Sketch-Guided Latent Diffusion ModelCode1
An Organism Starts with a Single Pix-Cell: A Neural Cellular Diffusion for High-Resolution Image SynthesisCode1
Forget About the LiDAR: Self-Supervised Depth Estimators with MED Probability VolumesCode1
DiffHarmony: Latent Diffusion Model Meets Image HarmonizationCode1
Network Bending of Diffusion Models for Audio-Visual GenerationCode1
DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in HistopathologyCode1
Contrastive Feature Loss for Image PredictionCode1
Contrastive Energy Prediction for Exact Energy-Guided Diffusion Sampling in Offline Reinforcement LearningCode1
Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional UnderstandingCode1
NeuroGen: activation optimized image synthesis for discovery neuroscienceCode1
Audio2Head: Audio-driven One-shot Talking-head Generation with Natural Head MotionCode1
Focal Frequency Loss for Image Reconstruction and SynthesisCode1
Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion ModelsCode1
NICE: Non-linear Independent Components EstimationCode1
Continuous-Time Functional Diffusion ProcessesCode1
Noise Map Guidance: Inversion with Spatial Context for Real Image EditingCode1
Diffusion Model is Secretly a Training-free Open Vocabulary Semantic SegmenterCode1
Magnitude Invariant Parametrizations Improve Hypernetwork LearningCode1
Continuous Speculative Decoding for Autoregressive Image GenerationCode1
DiffProtect: Generate Adversarial Examples with Diffusion Models for Facial Privacy ProtectionCode1
DiffQRCoder: Diffusion-based Aesthetic QR Code Generation with Scanning Robustness Guided Iterative RefinementCode1
Norm-guided latent space exploration for text-to-image generationCode1
DiffInDScene: Diffusion-based High-Quality 3D Indoor Scene GenerationCode1
Diversity-aware Channel Pruning for StyleGAN CompressionCode1
Diffusion Models With Learned Adaptive NoiseCode1
Continuous Language Generative FlowCode1
3D-Aware Semantic-Guided Generative Model for Human SynthesisCode1
DiffSketching: Sketch Control Image Synthesis with Diffusion ModelsCode1
NVAE: A Deep Hierarchical Variational AutoencoderCode1
DifFSS: Diffusion Model for Few-Shot Semantic SegmentationCode1
Flow Contrastive Estimation of Energy-Based ModelsCode1
ForkGAN: Seeing into the Rainy NightCode1
Generating images from caption and vice versa via CLIP-Guided Generative Latent Space SearchCode1
BS-Diff: Effective Bone Suppression Using Conditional Diffusion Models from Chest X-Ray ImagesCode1
BS-LDM: Effective Bone Suppression in High-Resolution Chest X-Ray Images with Conditional Latent Diffusion ModelsCode1
Diffuse Everything: Multimodal Diffusion Models on Arbitrary State SpacesCode1
High Fidelity Image Synthesis With Deep VAEs In Latent SpaceCode1
Unsupervised Sketch-to-Photo SynthesisCode1
Continual Learning of Diffusion Models with Generative DistillationCode1
ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of PneumothoraxCode1
Attribute-guided image generation from layoutCode1
Contextual Convolutional Neural NetworksCode1
Attribute Group Editing for Reliable Few-shot Image GenerationCode1
FlexDiT: Dynamic Token Density Control for Diffusion TransformerCode1
Context-Aware Layout to Image Generation with Enhanced Object AppearanceCode1
FLAME Diffuser: Wildfire Image Synthesis using Mask Guided DiffusionCode1
Diffusion as Sound Propagation: Physics-inspired Model for Ultrasound Image GenerationCode1
Anycost GANs for Interactive Image Synthesis and EditingCode1
AITTI: Learning Adaptive Inclusive Token for Text-to-Image GenerationCode1
FlexiFilm: Long Video Generation with Flexible ConditionsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Improved DDPMFID12.3Unverified
2ADMFID11.84Unverified
3BigGAN-deepFID8.1Unverified
4Polarity-BigGANFID6.82Unverified
5VQGAN+Transformer (k=mixed, p=1.0, a=0.005)FID6.59Unverified
6MaskGITFID6.18Unverified
7VQGAN+Transformer (k=600, p=1.0, a=0.05)FID5.2Unverified
8CDMFID4.88Unverified
9ADM-GFID4.59Unverified
10RINFID4.51Unverified
#ModelMetricClaimedVerifiedStatus
1PresGANFID52.2Unverified
2RESFLOWFID48.29Unverified
3Residual FlowFID46.37Unverified
4GLF+perceptual loss (ours)FID44.6Unverified
5ProdPoly no activation functionsFID40.45Unverified
6ProdPoly no activation functionsFID36.77Unverified
7ACGANFID35.47Unverified
8DenseFlow-74-10FID34.9Unverified
9NVAE w/ flowFID32.53Unverified
10QSNGANFID31.97Unverified
#ModelMetricClaimedVerifiedStatus
1GLIDE + CLSFID30.87Unverified
2GLIDE + CLIPFID30.46Unverified
3GLIDE + CLS-FREEFID29.22Unverified
4GLIDE + CLIP + CLS + CLS-FREEFID29.18Unverified
5PGMGANFID21.73Unverified
6CLR-GANFID20.27Unverified
7FMFID14.45Unverified
8CT (Direct Generation, NFE=1)FID13Unverified
9CT (Direct Generation, NFE=2)FID11.1Unverified
10GLIDE +CLSKID7.95Unverified