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Text-to-Image Alignment on MS COCO

31.58CLIP ScoreAC
-0.947047.4974815.94224.38652Jan 7, 2026Feb 6, 2026Mar 8, 2026Apr 7, 2026May 7, 2026Jun 6, 2026Jul 7, 2026

Evaluation results

MethodLinks
AC2026.0131.58
SD v1.52026.0131.42
MACE2026.0131.05
SPM2026.0130.77
FMN2026.0130.56
ESD2026.0130.12
SalUn2026.0129.93
FIA2026.0129.56
UCE2026.0129.25
CP2026.0127.93
D2POSteps=7, Solver=iPNDM2026.0726.57
D2POSteps=6, Solver=iPNDM2026.0726.52
LD3Steps=7, Solver=iPNDM2026.0726.37
D2POSteps=5, Solver=iPNDM2026.0726.3
LD3Steps=6, Solver=iPNDM2026.0726.22
LD3Steps=5, Solver=iPNDM2026.0726.21
D2POSteps=4, Solver=iPNDM2026.0726.01
LD3Steps=4, Solver=iPNDM2026.0725.87
hub text identificationModel=apple/DFN5B-CLIP-ViT-H-14-378, Text Category=Hub text2026.041.023
GLSModel=apple/DFN5B-CLIP-ViT-H-14-378, Text Category=Hub text2026.040.995
hub text identificationModel=apple/DFN5B-CLIP-ViT-H-14, Text Category=Hub text2026.040.974
GLSModel=apple/DFN5B-CLIP-ViT-H-14, Text Category=Hub text2026.040.965
hub text identificationModel=openai/clip-vit-base-patch32, Text Category=Hub text2026.040.842
HumanModel=apple/DFN5B-CLIP-ViT-H-14, Text Category=Caption text2026.040.838
HumanModel=apple/DFN5B-CLIP-ViT-H-14-378, Text Category=Caption text2026.040.837
hub text identificationModel=laion/CLIP-ViT-H-14-laion2B-s32B-b79K, Text Category=Hub text2026.040.825
hub text identificationModel=apple/DFN2B-CLIP-ViT-L-14, Text Category=Hub text2026.040.814
BLIP-2Model=apple/DFN5B-CLIP-ViT-H-14, Text Category=Caption text2026.040.789
hub text identificationModel=laion/CLIP-ViT-L-14-laion2B-s32B-b82K, Text Category=Hub text2026.040.782
GLSModel=laion/CLIP-ViT-H-14-laion2B-s32B-b79K, Text Category=Hub text2026.040.78
BLIP-2Model=apple/DFN5B-CLIP-ViT-H-14-378, Text Category=Caption text2026.040.777
HumanModel=laion/CLIP-ViT-H-14-laion2B-s32B-b79K, Text Category=Caption text2026.040.771
GLSModel=laion/CLIP-ViT-g-14-laion2B-s12B-b42K, Text Category=Hub text2026.040.767
HumanModel=openai/clip-vit-base-patch32, Text Category=Caption text2026.040.759
HumanModel=laion/CLIP-ViT-L-14-laion2B-s32B-b82K, Text Category=Caption text2026.040.748
hub text identificationModel=laion/CLIP-ViT-g-14-laion2B-s12B-b42K, Text Category=Hub text2026.040.747
BLIP-2Model=openai/clip-vit-base-patch32, Text Category=Caption text2026.040.739
GLSModel=openai/clip-vit-base-patch32, Text Category=Hub text2026.040.732
BLIP-2Model=laion/CLIP-ViT-H-14-laion2B-s32B-b79K, Text Category=Caption text2026.040.729
GLSModel=apple/DFN2B-CLIP-ViT-L-14, Text Category=Hub text2026.040.723
HumanModel=apple/DFN2B-CLIP-ViT-L-14, Text Category=Caption text2026.040.722
HumanModel=laion/CLIP-ViT-g-14-laion2B-s12B-b42K, Text Category=Caption text2026.040.721
BLIP-2Model=laion/CLIP-ViT-L-14-laion2B-s32B-b82K, Text Category=Caption text2026.040.72
hub text identificationModel=openai/clip-vit-large-patch14-336, Text Category=Hub text2026.040.701
GLSModel=laion/CLIP-ViT-L-14-laion2B-s32B-b82K, Text Category=Hub text2026.040.69
BLIP-2Model=laion/CLIP-ViT-g-14-laion2B-s12B-b42K, Text Category=Caption text2026.040.688
BLIP-2Model=apple/DFN2B-CLIP-ViT-L-14, Text Category=Caption text2026.040.678
GLSModel=openai/clip-vit-large-patch14-336, Text Category=Hub text2026.040.677
HumanModel=openai/clip-vit-large-patch14-336, Text Category=Caption text2026.040.654
hub text identificationModel=openai/clip-vit-large-patch14, Text Category=Hub text2026.040.649
hub text identificationModel=BAAI/AltCLIP, Text Category=Hub text2026.040.643
HumanModel=openai/clip-vit-large-patch14, Text Category=Caption text2026.040.639
HumanModel=BAAI/AltCLIP, Text Category=Caption text2026.040.635
GLSModel=openai/clip-vit-large-patch14, Text Category=Hub text2026.040.633
BLIP-2Model=openai/clip-vit-large-patch14-336, Text Category=Caption text2026.040.628
BLIP-2Model=BAAI/AltCLIP, Text Category=Caption text2026.040.622
BLIP-2Model=openai/clip-vit-large-patch14, Text Category=Caption text2026.040.613
GLSModel=BAAI/AltCLIP, Text Category=Hub text2026.040.512
BaselineModel Version=SD v1.4, CLIP Backbone=ViT-B/322026.030.32
AFM-curveModel Version=SD v1.5, CLIP Backbone=ViT-B/322026.030.319
BaselineModel Version=SD v1.5, CLIP Backbone=ViT-B/322026.030.318
AFM-curveModel Version=SD v1.4, CLIP Backbone=ViT-B/322026.030.318
AFM-curve + entropyModel Version=SD v1.4, CLIP Backbone=ViT-B/322026.030.317
AFM-curve + entropyModel Version=SD v1.5, CLIP Backbone=ViT-B/322026.030.316
FreeUModel Version=SD v1.5, CLIP Backbone=ViT-B/322026.030.307
FreeUModel Version=SD v1.4, CLIP Backbone=ViT-B/322026.030.307
SAGModel Version=SD v1.5, CLIP Backbone=ViT-B/322026.030.305
SAGModel Version=SD v1.4, CLIP Backbone=ViT-B/322026.030.304