TimeLens2: Generalist Video Temporal Grounding with Multimodal LLMs

[ECCV 2026] History-Aware Transformation of ReID Features for Multiple Object Tracking

A generalist video MLLM built for fine-grained motion, long-form reasoning, temporal grounding, and live streaming.

[ICML 2026] Video-o3: Native Interleaved Clue Seeking for Long Video Multi-Hop Reasoning

[NeurIPS 2025] LongVPO: From Anchored Cues to Self-Reasoning for Long-Form Video Preference Optimization

SteadyDancer: Harmonized and Coherent Human Image Animation with First-Frame Preservation

UniAVGen: Unified Audio and Video Generation with Asymmetric Cross-Modal Interactions

[AAAI 2026] Flowing Backwards: Improving Normalizing Flows via Reverse Representation Alignment

[ICCV 2025] MobileViCLIP: An Efficient Video-Text Model for Mobile Devices

[NeurIPS 2025 Spotlight] StreamForest: Efficient Online Video Understanding with Persistent Event Memory

SAM 2++: Tracking Anything at Any Granularity

[ICML 2025] Differentiable Solver Search for Fast Diffusion Sampling

DMM: Building a Versatile Image Generation Model via Distillation-Based Model Merging

[TPAMI] JointFormer: A Unified Framework with Joint Modeling for Video Object Segmentation

[NIPS2025] VideoChat-R1 & R1.5: Enhancing Spatio-Temporal Perception and Reasoning via Reinforcement Fine-Tuning

[CVPR 2026] DDT: Decoupled Diffusion Transformer

[CVPR 2025] Tra-MoE: Learning Trajectory Prediction Model from Multiple Domains for Adaptive Policy Conditioning

[CVPR 2025] Online Video Understanding: OVBench and VideoChat-Online

Motion-Aware Generative Frame Interpolation

[WACV 2025 Oral] Transferring Foundation Models for Generalizable Robotic Manipulation

[ICLR2026] VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling

[ICCV 2025] p-MoD: Building Mixture-of-Depths MLLMs via Progressive Ratio Decay

[NeurIPS 2024] Exploring DCN-like Architectures for Fast Image Generation with Arbitrary Resolution

[ECCV 2024] ZeroI2V: Zero-Cost Adaptation of Pre-trained Transformers from Image to Video

VideoEval: Comprehensive Benchmark Suite for Low-Cost Evaluation of Video Foundation Model

[ECCV 2024 Oral] SPLAM: Accelerating Image Generation with Sub-path Linear Approximation Model

[CVPR 2024] Adapting Short-Term Transformers for Action Detection in Untrimmed Videos

[ECCV 2024] Fully Sparse 3D Occupancy Prediction & RayIoU Evaluation Metric

[CVPR 2024] Sparse Global Matching for Video Frame Interpolation with Large Motion

[NeurIPS 2024] VFIMamba: Video Frame Interpolation with State Space Models