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Image To Image Translation On Coco Stuff

Metrics

FID

Results

Performance results of various models on this benchmark

Model Name
FID
Paper TitleRepository
PoE-GAN15.8Multimodal Conditional Image Synthesis with Product-of-Experts GANs-
CC-FPSE-AUG19.1Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis-
VQGAN+Transformer22.4Taming Transformers for High-Resolution Image Synthesis
pix2pixHD111.5High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs
SCDM15.3Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis
CC-FPSE19.2Learning to Predict Layout-to-image Conditional Convolutions for Semantic Image Synthesis
USIS27.8USIS: Unsupervised Semantic Image Synthesis
USIS-Wavelet28.6Wavelet-based Unsupervised Label-to-Image Translation
DP-SIMS (ConvNext-L)13.6Unlocking Pre-trained Image Backbones for Semantic Image Synthesis-
SPADE22.6Semantic Image Synthesis with Spatially-Adaptive Normalization
PITI15.6Pretraining is All You Need for Image-to-Image Translation
Pix2PixHD-AUG54.2Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis-
OASIS17.0You Only Need Adversarial Supervision for Semantic Image Synthesis
DP-SIMS (ConvNext-XL)13.3Unlocking Pre-trained Image Backbones for Semantic Image Synthesis-
CRN70.4Photographic Image Synthesis with Cascaded Refinement Networks-
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