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Bilibili Tech
Bilibili Tech
May 20, 2025 · Artificial Intelligence

How AnimeReward and GAPO Transform Anime Video Generation with Human Feedback

Researchers at Bilibili present Index‑Anisora, an open‑source anime video generation framework that builds a 30k‑sample reward dataset, introduces the multi‑dimensional AnimeReward model and a Gap‑Aware Preference Optimization (GAPO) method, and demonstrate through extensive automatic and human evaluations that their approach significantly outperforms baseline video generators.

AIAlignmentGAPO
0 likes · 20 min read
How AnimeReward and GAPO Transform Anime Video Generation with Human Feedback
Bilibili Tech
Bilibili Tech
Dec 24, 2024 · Artificial Intelligence

AniSora: An Integrated System for Anime Video Generation with Data Flywheel, Controllable Diffusion Models, and Evaluation Benchmark

AniSora combines a 10‑million‑pair anime text‑video dataset, a controllable diffusion‑transformer with temporal‑mask conditioning for text‑to‑video, interpolation and region‑guided animation, and a 948‑video benchmark, delivering industry‑leading character and motion consistency and already powering low‑cost dynamic‑comic production for multiple IPs.

AI_AnimationDataset BenchmarkDiffusion Models
0 likes · 21 min read
AniSora: An Integrated System for Anime Video Generation with Data Flywheel, Controllable Diffusion Models, and Evaluation Benchmark