Video Alignment
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Benchmarks
Most implemented
Time-Contrastive Networks: Self-Supervised Learning from Video
HunyuanVideo: A Systematic Framework For Large Video Generative Models
VE-Bench: Subjective-Aligned Benchmark Suite for Text-Driven Video Editing Quality Assessment
CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer
Papers
TF-CADE: Foreground-Concentrated Text-Video Alignment for Zero-Shot Temporal Action Detection
Zero-Shot Temporal Action Detection (ZSTAD) aims to lo- calize and recognize action instances from unseen action categories in untrimmed videos. Although existing meth- ods have shown effectiveness by advancing architect…
Action DetectionVideo AlignmentMultiRef-Compass: Towards Comprehensive Evaluation of Multi-Reference-to-Audio-Video Generation
Multi-reference-to-audio-video (MR2AV) generation aims to generate coherent audio-video content conditioned on multiple references and textual instructions. Existing benchmarks mainly focus on text-driven generation, sin…
Instruction FollowingVideo GenerationVideo AlignmentCineDance: Towards Next-Generation Multi-Shot Long-Form Cinematic Audio-Video Generation
The fidelity and structural diversity of training datasets fundamentally determine the capabilities of video generation models. While commercial systems showremarkableabilitytogeneratecinematicnarratives, the progress of…
Video GenerationVideo AlignmentMBench: A Comprehensive Benchmark on Memory Capability for Video World Models
Recent advancements in video-based world models have demonstrated an unprecedented ability to synthesize high-fidelity visual sequences. However, a fundamental gap persists between visually plausible video generation and…
Video GenerationVideo AlignmentAgentCVR: Active Multi-Agent Cross-Video Reasoning via Script-Simulated Reinforcement Learning
Cross-Video Reasoning (CVR) has emerged as a critical frontier in multimodal intelligence, requiring models to retrieve, align, and aggregate evidence distributed across multiple videos. Current Multimodal Large Language…
Reinforcement LearningVideo AlignmentNative Audio-Visual Alignment for Generation
Joint audio-video generation aims to synthesize temporally synchronized and semantically coherent visual-acoustic content. However, existing open-source methods mainly rely on either dual-tower designs with posterior ali…
Video GenerationVideo Alignment