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Camera-controlled Video Generation

Benchmarks

Dataset Name	SOTA Method	Metric
RealCam User Study Real-world & Sora synthetic (test)	Ours-T	Video Quality66.34	7	26d ago
DL3DV 160 samples subset 10K (val)	GWTF	CLIP Consistency0.984	7	2mo ago
Tanks and Temples	Rays as Pixels	FID13.02	6	1mo ago
DL3DV-140	Rays as Pixels	FID9.73	6	1mo ago
RealEstate10K	Rays as Pixels	FID15.76	6	1mo ago
Custom Evaluation Set	DIFF4SPLAT	FVD210.153	6	1mo ago
Camera-Controlled Video Generation Benchmark	DIFF4SPLAT	Average Matches Score5,114.22	6	1mo ago
Koala	EX4D	RotErr0.637	6	3mo ago
RealEstate dataset	AKiRa	FVD54.83	6	3mo ago
WebVid	InfCam	RotErr3.162	5	3mo ago
HoIHQ Benchmark	CETCAM	Overall Score87.24	5	3mo ago
CameraBench Dataset	CETCAM	Overall Score86.12	5	3mo ago
UNI3C-OOD-Challenging Dataset	CETCAM	Overall Score85.84	5	3mo ago
VBench multi-view consistency and 30 custom single-view prompts 2.0 (test)	CamProbe	Dynamic Degree55.24	4	19d ago
Ava-256 Static camera setting	FaceCam	PSNR15.85	4	2mo ago
SpatialVID extreme	GIMBALDIFFUSION	PitchErr (abs)23.79	4	3mo ago
AugMCV different intrinsics (test)	InfCam	PSNR22.261	4	3mo ago
AugMCV shared intrinsics (test)	InfCam	PSNR22.677	4	3mo ago
Proposed Dataset 1800 generated videos	SpaceTimePilot	RelRot2.71	4	3mo ago
PanShot (Pinhole)	ReCamMaster	CamMC57.83	3	20d ago
PanShot Non-pinhole	ReCamMaster	CamMC54.56	3	20d ago
PanShot merged pinhole and non-pinhole	CRePE	Camera Motion Consistency18.15	3	20d ago
Short-horizon Video Generation 16-frame (test)	WorldCam	RPE Translation Error0.026	3	2mo ago
Camera Pose Fidelity Evaluation Set	Ours (Explicit)	Avg RPE (Translation)0.012	2	1mo ago
Qualitative Capability Comparison	-	-	0	8d ago

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