SOTA 4D Generation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Consistent4D	Spatio-Temporal Attention Chain + CPE	LPIPS0.0823	40	1mo ago
VBench		Imaging Quality64.4	22	1mo ago
Consistent4D 5 (test)	Align4D	PSNR17.8	13	23d ago
Motion80 (Long)	L4GM	LPIPS0.1355	6	1mo ago
Motion80 Short	L4GM	LPIPS0.1296	6	1mo ago
Objaverse holdout (test)	Sculpt4D	Chamfer Distance0.1052	6	3mo ago
4D Generation Evaluation Set 100 samples 1.0 (test)	4Real	Time (h)1.5	6	5mo ago
Objaverse (test)	4DM	CLIP-I0.931	6	5mo ago
4D Generation Sequences	Sculpt4D	LPIPS0.094	5	3mo ago
Animate3D	Track4DGen	CLIP Orientation (img)94.28	5	5mo ago
Sketchfab28	Track4DGen	CLIP-O (img)0.8884	5	5mo ago
Single Dynamic Object	STAG4D	Generation Time (min)1	5	5mo ago
ObjaverseDy (test)	SS4D	LPIPS0.15	5	5mo ago
DAVIS 2019 (test)	SS4D	Geometry Quality4.497	5	5mo ago
Text-prompted 4D generation prompts	4D-fy	CLIP Similarity0.354	5	5mo ago
ManiSkill3 & LIBERO v1 (test)	Structured 4D Latent Predictive Model	PSNR22.45	4	24d ago
Sketchfab and GRM 20 objects (test)	Animate3D	Text Alignment Score4.388	3	5mo ago
VBench I2V (test)	Animate3D	Subject Fidelity Score0.983	3	5mo ago
MVOIK-4D Heavy occlusions (test)	HAT-4D	LPIPS0.1699	1	27d ago
MVOIK-4D Topology change (test)	HAT-4D	LPIPS0.1113	1	27d ago
MVOIK-4D Depth ambiguity (test)	HAT-4D	LPIPS0.1388	1	27d ago

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