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Robotics Image-to-Video Generation on PAI-Bench-G

89.6Grasp SuccessCosmos-Predict-2.5 + Predict-and-Perturb
76.80880.12983.4586.771Jan 26, 2026

Evaluation results

MethodLinks
Cosmos-Predict-2.5 + Predict-and-PerturbNFE=57, Time Overhead=1.6×2026.0189.676.375.1
Wan2.2-I2V-A14B + Predict-and-PerturbNFE=60, Time Overhead=1.5×2026.0185.780.375.5
Cosmos-Predict-2.5 + Verifier (best-of-4)NFE=140, Time Overhead=4.0×2026.0184.472.375.3
Wan2.2-I2V-A14B + NFE×2NFE=80, Time Overhead=2.0×2026.0183.176.775.5
Wan2.2-I2V-A14B + Verifier (best-of-4)NFE=144, Time Overhead=4.0×2026.0180.578.175.3
Cosmos-Predict-2.5NFE=352026.0179.271.775.1
Cosmos-Predict-2.5 + NFE×2NFE=70, Time Overhead=2.0×2026.0178.672.675.1
Wan2.2-I2V-A14BNFE=402026.0177.377.475.3