Papers with Code · CC BY-SA 4.0

CelebA 64x64

아카이브 평가 39건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
DDPM-IP	FID 1.27	Input Perturbation Reduces Exposure Bias in Diffusion Models 2023-01-27	코드 1
STDDPM-G++	FID 1.34	Refining Generative Process with Discriminator Guidance in Score-based Diffusion Models 2022-11-28	코드 1 · 코드 2
PDM+CS	FID 1.38	Compensation Sampling for Improved Convergence in Diffusion Models 2023-12-11	코드 1
Diffusion StyleGAN2	FID 1.69	Diffusion-GAN: Training GANs with Diffusion 2022-06-05	코드 1 · 코드 2 · 코드 3 · 코드 4
INDM (VP, FID)	FID 1.75	Maximum Likelihood Training of Implicit Nonlinear Diffusion Models 2022-05-27	코드 1
Patch Diffusion	FID 1.77	연결 없음 논문 날짜 미기재	연결 없음
LadaGAN	FID 1.81	Efficient generative adversarial networks using linear additive-attention Transformers 2024-01-17	코드 1 · 코드 2
Soft Diffusion (Blur + Noise)	FID 1.85	Soft Diffusion: Score Matching for General Corruptions 2022-09-12	연결 없음
DDPM++ (VP, FID) + ST	FID 1.9 bits/dimension 2.1	Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation 2021-06-10	코드 1
MMD-PMish-NAS	FID 1.92 Model Size (MB) 6.67	Enhancing GANs with MMD Neural Architecture Search, PMish Activation Function, and Adaptive Rank Decomposition 2024-10-23	코드 1
SciRE-Solver	FID 2.02	SciRE-Solver: Accelerating Diffusion Models Sampling by Score-integrand Solver with Recursive Difference 2023-08-15	연결 없음
MMD-PMish-NAS (Compressed)	FID 2.03 Model Size (MB) 3.04	Enhancing GANs with MMD Neural Architecture Search, PMish Activation Function, and Adaptive Rank Decomposition 2024-10-23	코드 1
LEGO	FID 2.09	Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling 2023-10-10	코드 1
DDIM+CS	FID 2.11	Compensation Sampling for Improved Convergence in Diffusion Models 2023-12-11	코드 1
INDM (VE, FID)	FID 2.54	Maximum Likelihood Training of Implicit Nonlinear Diffusion Models 2022-05-27	코드 1
PNDM	FID 2.71	Pseudo Numerical Methods for Diffusion Models on Manifolds 2022-02-20	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9
DDPM++ (VP, NLL) + ST	FID 2.9 bits/dimension 1.96	Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation 2021-06-10	코드 1
Blackout Diffusion	FID 3.22	Blackout Diffusion: Generative Diffusion Models in Discrete-State Spaces 2023-05-18	코드 1
BigGAN-OBRS	FID 3.74 Precision 0.74 Recall 0.65	Optimal Budgeted Rejection Sampling for Generative Models 2023-11-01	연결 없음
DiffuseVAE	FID 3.97	DiffuseVAE: Efficient, Controllable and High-Fidelity Generation from Low-Dimensional Latents 2022-01-02	코드 1 · 코드 2 · 코드 3
NCP-VAE	FID 5.25	A Contrastive Learning Approach for Training Variational Autoencoder Priors 2020-10-06	연결 없음
C^3G-NeRF	FID 5.6	Class-Continuous Conditional Generative Neural Radiance Field 2023-01-03	코드 1
EBM-DRL (T6)	FID 5.98	Learning Energy-Based Models by Diffusion Recovery Likelihood 2020-12-15	코드 1 · 코드 2
PR-BigGAN - Recall	FID 6.03 Precision 0.78 Recall 0.56	연결 없음 논문 날짜 미기재	연결 없음
HDCGAN	FID 8.44	High-Resolution Deep Convolutional Generative Adversarial Networks 2017-11-17	코드 1
FDP(UViT)	FID 11 FID_CLIP 6.55	Continuous-Time Functional Diffusion Processes 2023-03-01	코드 1
FCE	FID 12.21	Flow Contrastive Estimation of Energy-Based Models 2019-12-02	코드 1 · 코드 2
TransGAN-XL	FID 12.23	TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up 2021-02-14	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10
CLR-GAN	FID 13.63	CLR-GAN: Improving GANs Stability and Quality via Consistent Latent Representation and Reconstruction 2024-09-30	코드 1
PeerGAN	FID 13.95	DuelGAN: A Duel Between Two Discriminators Stabilizes the GAN Training 2021-01-19	연결 없음