SOTA Video Editing benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
OpenVE-Bench (test)	VInO	Overall Score4.34	16	4d ago
DAVIS (first 33 frames)	Refaçade (stage2)	Background MSE48.42	14	4d ago
NRVBench V1 (full)		Distortion (x10^3)0	14	4d ago
VPBench (test)	DIFFPIR	CLIP Score26.36	13	4d ago
EditVerseBench Appearance (test)	PropFly-14B	Pick Score20.42	12	4d ago
TGVE benchmark	PropFly-14B	Pick Score21.19	11	4d ago
EditVerse latest (full)	EasyV2V	Editing Quality7.73	11	4d ago
EditVerseBench 125 videos	Ours-33f	CLIP Score99.1	11	4d ago
EgoEditBench	EgoEdit	VLM Score7.76	10	4d ago
TGVE+ (test)	EVE	ViCLIPout0.251	9	4d ago
TGVE (test)	RFDM3.5	ViCLIPout0.284	9	4d ago
OpenVE-Bench 1.0 (test)		Overall Score4.49	8	4d ago
Senorita (test)	RFDM3.5	DVS Score0.48	8	4d ago
20 in-the-wild cases	MotionEditor	CLIP score28.86	8	4d ago
Dataset 15 × 3 × 150 frames V0		Distance (Scaled by 1e3)0	7	4d ago
NRVBench V0 (pilot)		Distortion (x1000)0	7	4d ago
Video Editing Evaluation Set	VideoHandles	Frame LPIPS3.71	7	4d ago
Video Editing Evaluation Set (test)	Pix2Video	CLIP Score0.32	7	4d ago
VPBench-Edit (test)	EditCtrl	PSNR24.37	6	4d ago
Video Editing (test)	w/o Canvas Tokens (Baseline)	VBench Quality81.39	6	4d ago
V1	Wan-Edit	Sphy73.22	6	4d ago
V0	VM-Edit	Sphy71.89	6	4d ago
NRVBench	Wan-Edit	S_phy73.22	6	4d ago
ShutterStock (30 unseen videos)	TokenFlow	Prompt Consistency (P.C.)31.3	6	4d ago
DAVIS (40 selected object-centric videos)	TokenFlow	Prompt Consistency (P.C.)31.7	6	4d ago

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