Camera-controlled Video Generation

Benchmarks

Dataset Name	SOTA Method	Metric
RealEstate10K	GeoStream	FVD98.1	14	1mo ago
DAVIS	MVTrack4Gen	Subject Consistency90.5	8	1mo ago
iPhone dataset 15 (test)	NeoVerse	PSNR11.886	8	1mo ago
RealCam User Study Real-world & Sora synthetic (test)	Ours-T	Video Quality66.34	7	2mo ago
DL3DV 160 samples subset 10K (val)	GWTF	CLIP Consistency0.984	7	4mo ago
Tanks and Temples	Rays as Pixels	FID13.02	6	3mo ago
DL3DV-140	Rays as Pixels	FID9.73	6	3mo ago
RealEstate10K	Rays as Pixels	FID15.76	6	3mo ago
Custom Evaluation Set	DIFF4SPLAT	FVD210.153	6	3mo ago
Camera-Controlled Video Generation Benchmark	DIFF4SPLAT	Average Matches Score5,114.22	6	3mo ago
Koala	EX4D	RotErr0.637	6	4mo ago
RealEstate dataset	AKiRa	FVD54.83	6	5mo ago
WebVid	InfCam	RotErr3.162	5	4mo ago
HoIHQ Benchmark	CETCAM	Overall Score87.24	5	5mo ago
CameraBench Dataset	CETCAM	Overall Score86.12	5	5mo ago
UNI3C-OOD-Challenging Dataset	CETCAM	Overall Score85.84	5	5mo ago
VBench multi-view consistency and 30 custom single-view prompts 2.0 (test)	CamProbe	Dynamic Degree55.24	4	2mo ago
Ava-256 Static camera setting	FaceCam	PSNR15.85	4	4mo ago
SpatialVID extreme	GIMBALDIFFUSION	PitchErr (abs)23.79	4	5mo ago
AugMCV different intrinsics (test)	InfCam	PSNR22.261	4	5mo ago
AugMCV shared intrinsics (test)	InfCam	PSNR22.677	4	5mo ago
Proposed Dataset 1800 generated videos	SpaceTimePilot	RelRot2.71	4	4mo ago
PanShot (Pinhole)	ReCamMaster	CamMC57.83	3	2mo ago
PanShot Non-pinhole	ReCamMaster	CamMC54.56	3	2mo ago
PanShot merged pinhole and non-pinhole	CRePE	Camera Motion Consistency18.15	3	2mo ago

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