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SOTA Controllable Image Generation benchmarks and papers with code | Wizwand
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Controllable Image Generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
COCO (test)
SD
Inference Latency (s)
5.48
14
4mo ago
MS-COCO Canny 2017
UNITY_Pre
FID
20.35
13
1mo ago
CRAFTBENCH
CRAFTER
T2I Score
52.5
10
1mo ago
MIG-Bench
ROICtrl
mIoU (L2)
78
9
4mo ago
MS-COCO Segmentation 2017
UNITY_Pre
FID
23.91
8
1mo ago
MS-COCO Sketch 2017
UNITY_Pre
FID
23.21
8
1mo ago
MS-COCO Depth 2017
UNITY_Pre
FID
22.44
8
1mo ago
Real-world (test)
Pose-ICL
C-I Alignment Score
86.7
8
1mo ago
3D-Assets (test)
Pose-ICL
C-I Score
87.5
8
1mo ago
MultiGen-20M (test)
ControlNet++
Canny Edge F1 Score
31.98
7
2mo ago
nuScenes (val)
SimGen-nuSc
FID
15.6
7
4mo ago
AffectHuman-43K (test)
Controlla
Accuracy
76.4
6
2mo ago
AffectHuman-43K (val)
Controlla
Accuracy
77.6
6
2mo ago
Editing 5,000-image (evaluation)
Vec2Pix
FID
17.84
6
4mo ago
5,000-image Reconstruction (evaluation)
Vec2Pix
FID
15.52
6
4mo ago
Quadrant-Control Experiment 5,000 samples (test)
ControlNet
DMSE Out
0.8646
6
4mo ago
User study (Amazon Mechanical Turk)
Splicing ViT Features
Result Quality
95
6
4mo ago
CelebA
Cluster-guided Image Synthesis
Gender
100
5
4mo ago
User Study
RichControl
Preference Rate
56.25
4
1mo ago
Custom (test)
Ours (Harmon)
Mean Azimuth Error
18.11
4
3mo ago
MIG-Eval
InstanceControl
Local CLIP Score
20.54
3
24d ago
Anime Character Consistency (test)
AnimeAdapter
CLIP-T
0.187
3
2mo ago
Deblur Controllable Generation Benchmark
LoRA
MSE
79
3
2mo ago
Colorization Controllable Generation Benchmark
LoRA
MSE
103
3
2mo ago
Mask Controllable Generation Benchmark
LoRA
MSE
6,402
3
2mo ago
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