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Image Reconstruction on ImageNet-1k 256x256 (val)

0.18rFID

FLUX-VAE

Updated 24d ago

Evaluation Results

Method
FLUX-VAE 2025.10	0.18	32.74	0.92	-
SD-VAE 3 2025.10	0.2	31.29	0.87	-
UniFlow(InternViT) 2025.10	0.26	33.23	0.96	-
SiT-XL 2026.03	0.27	27.7	0.779	0.097
LightningDiT 2026.03	0.27	27.7	0.779	0.097
VA-VAE 2025.10	0.28	27.96	0.79	-
SiT-XL 2025.11	0.28	-	-	-
Ours-AE-XL 2025.11	0.28	-	-	-
VA-VAE 2025.11	0.28	27.96	0.79	0.0962
DINO-Tok-AE 2025.11	0.28	25.07	0.74	0.0995
UniTok 2025.10	0.41	27.28	0.77	-
BSQ-ViT 2025.10	0.45	28.14	0.81	-
RAE-XL 2025.11	0.49	-	-	-
RAE 2025.11	0.49	19.23	0.62	-
LightningDiT 2026.03	0.5	21.3	0.525	0.216
LightningDiT 2026.03	0.5	21.3	0.525	0.216
DualToken 2025.10	0.54	23.56	0.74	-
UniFlow(DINOv2) 2025.10	0.54	31.01	0.94	-
FlowMo-Hi 2025.10	0.56	26.93	0.79	-
LightingDiT 2026.03	0.57	18.8	0.483	0.256
DiTDH-XL 2026.03	0.57	18.8	0.483	0.256
LlamaGen 2026.03	0.59	24.5	0.813	-
MaskDiT-XL 2026.03	0.61	26.9	0.736	0.13
DiT-XL 2026.03	0.61	26.9	0.736	0.13
SiT-XL 2026.03	0.61	26.9	0.736	0.13
REPA-XL 2026.03	0.61	26.9	0.736	0.13
UniFlow(SigLIP2) 2025.10	0.62	29.38	0.93	-
LightingDiT 2026.03	0.64	18.9	0.489	0.252
SVG-XL 2026.03	0.65	-	-	-
SVG-XL 2025.11	0.65	-	-	-
SVG 2025.11	0.65	23.89	0.65	0.19
SD-VAE XL 2025.10	0.67	27.37	0.78	-
UniFlow(CLIP) 2025.10	0.67	28.66	0.91	-
l-DeTok 2025.10	0.68	-	-	-
LightningDiT 2026.03	0.68	-	-	-
SelfTok 2025.10	0.7	24.14	0.71	-
Wan2.2 2025.10	0.749	31.25	0.88	-
UniLIP 2025.10	0.79	22.99	0.747	-
Λ24-SQ-ViT 2025.12	0.83	26.37	0.7934	0.0622
MaskDiT-XL 2025.11	0.87	-	-	-
DiT-XL 2025.11	0.87	-	-	-
SiT-XL 2025.11	0.87	-	-	-
Faster-DiT 2025.11	0.87	-	-	-
MDT 2025.11	0.87	-	-	-
REPA-XL 2025.11	0.87	-	-	-
SD-VAEukn. 2025.11	0.87	24.44	0.698	0.1363
Wan2.1 2025.10	0.95	31.34	0.89	-
Cosmos-CI 2025.10	0.96	25.07	0.7	-
OmniTokenizer 2025.10	1.02	26.74	0.82	-
DINO-Tok-VQ 2025.11	1.1	20.45	0.544	0.2382
VFMTok 2025.11	1.13	19.91	0.488	0.268
BSQ-ViT 2025.12	1.14	25.36	0.7578	0.0761
SemHiTok 2025.10	1.16	-	-	-
Open-MAGVIT2 2025.11	1.17	21.9	-	0.2038
SD-VAE 1.x 2025.10	1.22	23.54	0.68	-
SD-VAE 2.x 2025.10	1.22	23.54	0.68	-
SD-VAE 1.x 2025.12	1.23	22.82	0.6354	0.0912
Tokenflow 2025.10	1.37	21.41	0.69	-
DualViTok 2025.10	1.37	22.53	0.74	-
IBQ 2025.11	1.37	-	-	0.2235
Qwen-Image 2025.10	1.459	32.18	0.9	-
ViT-VQGAN 2025.12	1.55	-	-	-
TiTok 2025.11	1.66	20.01	-	-
Open-MAGVIT2 2025.10	1.67	22.7	0.64	-
VILA-U 2025.10	1.8	-	-	-
LlamaGen 2025.11	2.19	20.79	0.675	0.2281
MaskGIT 2025.12	2.23	17.93	0.4223	0.2018
MaskGIT 2026.03	2.23	17.9	0.422	0.202
MUSE-VL 2025.10	2.26	20.14	0.646	-
LlamaGen 2025.10	2.47	20.65	0.54	-
BLIP3-o 2025.10	3.18	14.71	0.58	-
QLIP-B 2025.10	3.21	23.16	0.63	-
EMU2 2025.10	3.27	13.49	0.42	-
Show-o 2025.10	3.5	21.34	0.59	-
Cosmos-DI 2025.10	4.4	19.98	0.54	-
VQGAN 2025.11	4.98	20	0.629	0.2843
DALL-E dVAE 2025.12	36.84	25.46	0.7385	0.3127
VAR 2025.11	-	21.3	0.647	-