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Generation and Comprehension of Unambiguous Object Descriptions

7 November 2015

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Papers citing "Generation and Comprehension of Unambiguous Object Descriptions"

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Downscaling Intelligence: Exploring Perception and Reasoning Bottlenecks in Small Multimodal Models Mark Endo Serena Yeung-Levy LRM 201 0 0 21 Nov 2025
VideoSeg-R1:Reasoning Video Object Segmentation via Reinforcement Learning Zishan Xu Yifu Guo Y. Lu Fengyu Yang J. Li VOS 184 0 0 20 Nov 2025
LIHE: Linguistic Instance-Split Hyperbolic-Euclidean Framework for Generalized Weakly-Supervised Referring Expression ComprehensionConference on Empirical Methods in Natural Language Processing (EMNLP), 2025 X. Shi Silin Cheng Sirui Zhao Yunhan Jiang Enhong Chen Yang Liu Sebastien Ourselin 140 0 0 15 Nov 2025
Fast Reasoning Segmentation for Images and Videos Yiqing Shen Mathias Unberath VLM LRM 139 0 0 15 Nov 2025
NOVO: Bridging LLaVA and SAM with Visual-only Prompts for Reasoning Segmentation Kyung-Yoon Yoon Yeong-Jun Cho MLLM VLM 358 0 0 10 Nov 2025
When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought Yiyang Zhou Haoqin Tu Z. Wang Zeyu Wang Niklas Muennighoff ... Shen Yan Haoqi Fan Cihang Xie Huaxiu Yao Qinghao Ye LRM 218 2 0 04 Nov 2025
UniSOT: A Unified Framework for Multi-Modality Single Object TrackingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Yinchao Ma Yuyang Tang Wenfei Yang Tianzhu Zhang Xu Zhou Feng Wu 176 0 0 03 Nov 2025
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PixelRefer: A Unified Framework for Spatio-Temporal Object Referring with Arbitrary Granularity Yuqian Yuan W. Zhang Xin Li Shihao Wang Kehan Li Wentong Li Jun Xiao Lei Zhang Beng Chin Ooi ObjD 310 0 0 27 Oct 2025
FineRS: Fine-grained Reasoning and Segmentation of Small Objects with Reinforcement Learning Lu Zhang Jiazuo Yu Haomiao Xiong Ping Hu Yunzhi Zhuge Huchuan Lu You He LRM 93 0 0 24 Oct 2025
ARGenSeg: Image Segmentation with Autoregressive Image Generation Model Xiaolong Wang Lixiang Ru Ziyuan Huang Kaixiang Ji Dandan Zheng Jingdong Chen Jun Zhou VLM 81 0 0 23 Oct 2025
Spatial Preference Rewarding for MLLMs Spatial Understanding Han Qiu Peng Gao Lewei Lu Xiaoqin Zhang Ling Shao Shijian Lu LRM 96 0 0 16 Oct 2025
Vision-Centric Activation and Coordination for Multimodal Large Language Models Yunnan Wang Fan Lu Kecheng Zheng Ziyuan Huang Ziqiang Li Wenjun Zeng Xin Jin MLLM 308 0 0 16 Oct 2025
From Pixels to Words -- Towards Native Vision-Language Primitives at Scale Haiwen Diao Mingxuan Li Silei Wu Linjun Dai Xiaohua Wang Hanming Deng Lewei Lu Dahua Lin Ziwei Liu VLM 124 0 0 16 Oct 2025
InternVLA-M1: A Spatially Guided Vision-Language-Action Framework for Generalist Robot Policy Xinyi Chen Yilun Chen Y. Fu Ning Gao Jiaya Jia ... Jinyu Zhang Shi Zhang Feng Zheng Bowen Zhou Y. Zhu LM&Ro LRM 147 5 0 15 Oct 2025
Detect Anything via Next Point Prediction Qing Jiang Junan Huo Xingyu Chen Yuda Xiong Zhaoyang Zeng Yihao Chen Tianhe Ren Junzhi Yu Lei Zhang ObjD 191 11 0 14 Oct 2025
CoPRS: Learning Positional Prior from Chain-of-Thought for Reasoning Segmentation Zhenyu Lu Liupeng Li Jinpeng Wang Yan Feng Bin Chen Ke Chen Yaowei Wang LRM 82 0 0 13 Oct 2025
Unified Open-World Segmentation with Multi-Modal Prompts Yang Liu Yufei Yin Chenchen Jing M. Zhu Hao Chen Yuling Xi Bo Feng Hao Wang Shiyu Li Chunhua Shen VLM 90 0 0 12 Oct 2025
Vision Language Models: A Survey of 26K Papers Fengming Lin 3DV VLM 107 0 0 10 Oct 2025
Synthetic Object Compositions for Scalable and Accurate Learning in Detection, Segmentation, and Grounding Weikai Huang Jieyu Zhang Taoyang Jia Chenhao Zheng Ziqi Gao J. S. Park Winson Han Ranjay Krishna 185 0 0 10 Oct 2025
LTCA: Long-range Temporal Context Attention for Referring Video Object Segmentation C. Yan Jingyun Wang Guoliang Kang VOS 173 1 0 09 Oct 2025
Temporal Prompting Matters: Rethinking Referring Video Object Segmentation Ci-Siang Lin Min-Hung Chen I-Jieh Liu Chien-Yi Wang Sifei Liu Yu-Chun Wang VOS 146 0 0 08 Oct 2025
Referring Expression Comprehension for Small Objects Kanoko Goto Takumi Hirose Mahiro Ukai Shuhei Kurita Nakamasa Inoue ObjD 123 1 0 04 Oct 2025
UGround: Towards Unified Visual Grounding with Unrolled Transformers Rui Qian Xin Yin Chuanhang Deng Zhiyuan Peng Jian Xiong Wei Zhai Dejing Dou 119 0 0 04 Oct 2025
CoT Referring: Improving Referring Expression Tasks with Grounded Reasoning Qihua Dong Luis Figueroa Handong Zhao Kushal Kafle Jason Kuen Zhihong Ding Scott D. Cohen Y. Fu ObjD LRM 180 0 0 03 Oct 2025
Patch-as-Decodable-Token: Towards Unified Multi-Modal Vision Tasks in MLLMs Yongyi Su H. Zhang Shijie Li Nanqing Liu Jingyi Liao ... Chen Li Nancy F. Chen Shuicheng Yan Xulei Yang Xun Xu MLLM VLM 158 3 0 02 Oct 2025
PhraseStereo: The First Open-Vocabulary Stereo Image Segmentation Dataset Thomas Campagnolo Ezio Malis Philippe Martinet Gaetan Bahl 3DV 80 0 0 01 Oct 2025
VIRTUE: Visual-Interactive Text-Image Universal Embedder Wei-Yao Wang Kazuya Tateishi Qiyu Wu Shusuke Takahashi Yuki Mitsufuji VLM 107 0 0 01 Oct 2025
Expert Merging: Model Merging with Unsupervised Expert Alignment and Importance-Guided Layer Chunking Dengming Zhang Xiaowen Ma Zhenliang Ni Zhenkai Wu Han Shu Xin Jiang Xinghao Chen MoMe 140 2 0 30 Sep 2025
Point-It-Out: Benchmarking Embodied Reasoning for Vision Language Models in Multi-Stage Visual Grounding Haotian Xue Yunhao Ge Y. Zeng Zhaoshuo Li Ming-Yu Liu Yongxin Chen JiaoJiao Fan 104 1 0 30 Sep 2025
GroundSight: Augmenting Vision-Language Models with Grounding Information and De-hallucination Xinxi Chen Tianyang Chen Lijia Hong HILM 36 0 0 30 Sep 2025
VLM-FO1: Bridging the Gap Between High-Level Reasoning and Fine-Grained Perception in VLMs Peng Liu H. Shen Chunxin Fang Zhicheng Sun Jiajia Liao T. Zhao MLLM ObjD VLM LRM 193 2 0 30 Sep 2025
ColLab: A Collaborative Spatial Progressive Data Engine for Referring Expression Comprehension and Generation Shilan Zhang J. Huang Ruilin Yao Cong Wang Yaxiong Chen Peng Xu Shengwu Xiong 104 0 0 28 Sep 2025
CoPatch: Zero-Shot Referring Image Segmentation by Leveraging Untapped Spatial Knowledge in CLIP Na Min An Inha Kang Minhyun Lee Hyunjung Shim VLM 137 0 0 27 Sep 2025
MIRG-RL: Multi-Image Reasoning and Grounding with Reinforcement Learning Lihao Zheng Jiawei Chen Xintian Shen Hao Ma Tao Wei ObjD OffRL VLM LRM 124 0 0 26 Sep 2025
GeoRef: Referring Expressions in Geometry via Task Formulation, Synthetic Supervision, and Reinforced MLLM-based Solutions Bing Liu Wenqiang Yv X. J. Yang S. Wang Junzhuo Liu Peng Wang G. Wang Yang Yang H. Shen ObjD 139 0 0 25 Sep 2025
VideoChat-R1.5: Visual Test-Time Scaling to Reinforce Multimodal Reasoning by Iterative Perception Ziang Yan Xinhao Li Yinan He Zhengrong Yue Xiangyu Zeng Yali Wang Yu Qiao Limin Wang Yi Wang MLLM VLM LRM 189 10 0 25 Sep 2025
UniPixel: Unified Object Referring and Segmentation for Pixel-Level Visual Reasoning Ye Liu Zongyang Ma Junfu Pu Zhongang Qi Yang Wu Mingyu Ding Chang Wen Chen MLLM ObjD LRM 311 2 0 22 Sep 2025
The 1st Solution for 7th LSVOS RVOS Track: SaSaSa2VA Quanzhu Niu Dengxian Gong Shihao Chen Tao Zhang Yikang Zhou Haobo Yuan Lu Qi Xiangtai Li Shilin Xu VOS 224 0 0 21 Sep 2025
Robust Object Detection for Autonomous Driving via Curriculum-Guided Group Relative Policy Optimization Xu Jia 101 0 0 19 Sep 2025
Re-purposing SAM into Efficient Visual Projectors for MLLM-Based Referring Image Segmentation Xiaobo Yang Xiaojin Gong VLM 95 0 0 17 Sep 2025
MARS2 2025 Challenge on Multimodal Reasoning: Datasets, Methods, Results, Discussion, and Outlook Peng Xu Shengwu Xiong Jiajun Zhang Yaxiong Chen Bowen Zhou ... Yang Yang Yanglin Deng Yashu Kang Ye Yuan Y. Wen LRM 107 1 0 17 Sep 2025
Mitigating Query Selection Bias in Referring Video Object Segmentation Dingwei Zhang Dong Zhang Jinhui Tang 93 0 0 17 Sep 2025
Improving Generalized Visual Grounding with Instance-aware Joint LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Ming Dai Wenxuan Cheng Jiang-Jiang Liu Lingfeng Yang Zhenhua Feng Wankou Yang Jingdong Wang ObjD ISeg 207 3 0 17 Sep 2025