spatio-temporal reasoning

Can Hallucination Correction Improve Video-Language Alignment? ACL 2025 LLaFEA: Frame-Event Complementary Fusion for Fine-Grained Spatiotemporal Understanding in LMMs ICCV 2025 Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level CVPR 2025 ReferDINO: Referring Video Object Segmentation with Visual Grounding Foundations ICCV 2025 SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation CoRL 2025 STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training CVPR 2025 TP-RAG: Benchmarking Retrieval-Augmented Large Language Model Agents for Spatiotemporal-Aware Travel Planning EMNLP 2025 Track the Answer: Extending TextVQA from Image to Video with Spatio-Temporal Clues AAAI 2025 TripCraft: A Benchmark for Spatio-Temporally Fine Grained Travel Planning ACL 2025 TUMTraf VideoQA: Dataset and Benchmark for Unified Spatio-Temporal Video Understanding in Traffic Scenes ICML 2025 VLM4D: Towards Spatiotemporal Awareness in Vision Language Models ICCV 2025 VLR-Driver: Large Vision-Language-Reasoning Models for Embodied Autonomous Driving ICCV 2025 VRoPE: Rotary Position Embedding for Video Large Language Models EMNLP 2025 Spatial and Temporal Language Understanding: Representation, Reasoning, and Grounding NAACL 2024 AIM: Adapting Image Models for Efficient Video Action Recognition ICLR 2023 A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and Causal Relationship NeurIPS 2023 Collaborative Static and Dynamic Vision-Language Streams for Spatio-Temporal Video Grounding CVPR 2023 Motion Question Answering via Modular Motion Programs ICML 2023 ST(OR)$^2$: Spatio-Temporal Object Level Reasoning for Activity Recognition in the Operating Room MIDL 2023 Target-Aware Spatio-Temporal Reasoning via Answering Questions in Dynamic Audio-Visual Scenarios EMNLP 2023 Learning To Answer Questions in Dynamic Audio-Visual Scenarios CVPR 2022 Multiview Transformers for Video Recognition CVPR 2022 ST-Adapter: Parameter-Efficient Image-to-Video Transfer Learning NeurIPS 2022 There’s a Time and Place for Reasoning Beyond the Image ACL 2022 AGQA: A Benchmark for Compositional Spatio-Temporal Reasoning CVPR 2021