Controllable Image Generation

Benchmarks

Dataset Name	SOTA Method	Metric
COCO (test)	SD	Inference Latency (s)5.48	14	3mo ago
CRAFTBENCH	CRAFTER	T2I Score52.5	10	2d ago
MIG-Bench	ROICtrl	mIoU (L2)78	9	3mo ago
MultiGen-20M (test)	ControlNet++	Canny Edge F1 Score31.98	7	9d ago
nuScenes (val)	SimGen-nuSc	FID15.6	7	3mo ago
AffectHuman-43K (test)	Controlla	Accuracy76.4	6	15d ago
AffectHuman-43K (val)	Controlla	Accuracy77.6	6	15d ago
Editing 5,000-image (evaluation)	Vec2Pix	FID17.84	6	3mo ago
5,000-image Reconstruction (evaluation)	Vec2Pix	FID15.52	6	3mo ago
Quadrant-Control Experiment 5,000 samples (test)	ControlNet	DMSE Out0.8646	6	3mo ago
User study (Amazon Mechanical Turk)	Splicing ViT Features	Result Quality95	6	3mo ago
CelebA	Cluster-guided Image Synthesis	Gender100	5	3mo ago
User Study	RichControl	Preference Rate56.25	4	1d ago
Custom (test)	Ours (Harmon)	Mean Azimuth Error18.11	4	1mo ago
Anime Character Consistency (test)	AnimeAdapter	CLIP-T0.187	3	13d ago
Deblur Controllable Generation Benchmark	LoRA	MSE79	3	16d ago
Colorization Controllable Generation Benchmark	LoRA	MSE103	3	16d ago
Mask Controllable Generation Benchmark	LoRA	MSE6,402	3	16d ago
Depth Controllable Generation Benchmark	LoRA	Mean Squared Error (MSE)624	3	16d ago
Canny Controllable Generation Benchmark	LoRA	F1 Score52	3	16d ago
ADE20k	ControlNet + Diff-Tuning	Sudden Convergence Steps8.3	2	3mo ago
COCO	ControlNet + Diff-Tuning	Convergence Steps6,300	2	3mo ago
Edge	ControlNet + Diff-Tuning	Sudden Convergence Steps5,300	2	3mo ago
Depth Map	ControlNet + Diff-Tuning	Sudden Convergence Steps8.8	2	3mo ago
Normal Map	ControlNet	Sudden Convergence Steps10.3	2	3mo ago

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