PixelThink: Towards Efficient Chain-of-Pixel Reasoning

29 May 2025

Song Wang

Papers citing "PixelThink: Towards Efficient Chain-of-Pixel Reasoning"

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Title
TTRL: Test-Time Reinforcement Learning Yuxin Zuo Kaiyan Zhang Li Sheng Li Sheng Xuekai Zhu ... Youbang Sun Zhiyuan Ma Lifan Yuan Ning Ding Bowen Zhou OffRL 401 31 0 22 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 381 14 0 15 Apr 2025
Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding Tao Zhang Xuelong Li Zilong Huang Yuchen Li Weixian Lei XueQing Deng Shihao Chen S. Ji Jiashi Feng MLLM LRM 120 5 0 14 Apr 2025
Reasoning Models Can Be Effective Without Thinking Wenjie Ma Jingxuan He Charlie Snell Tyler Griggs Sewon Min Matei A. Zaharia ReLM LRM 125 53 1 14 Apr 2025
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning Bairu Hou Yang Zhang Jiabao Ji Yujian Liu Kaizhi Qian Jacob Andreas Shiyu Chang OffRL LRM 110 35 0 02 Apr 2025
POPEN: Preference-Based Optimization and Ensemble for LVLM-Based Reasoning Segmentation Lanyun Zhu Tianrun Chen Qianxiong Xu Xuanyi Liu Deyi Ji Haiyang Wu De Wen Soh Jing Liu VLM LRM 73 1 0 01 Apr 2025
Efficient Inference for Large Reasoning Models: A Survey Yi Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi Bryan Hooi LLMAG LRM 136 17 0 29 Mar 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 180 47 0 27 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 194 100 0 20 Mar 2025
Learning to Inference Adaptively for Multimodal Large Language Models Zhuoyan Xu Khoi Duc Nguyen Preeti Mukherjee Saurabh Bagchi Somali Chaterji Yingyu Liang Yin Li LRM 108 2 0 13 Mar 2025
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning Weiyun Wang Zhangwei Gao Lawrence Yunliang Chen Zhe Chen Jinguo Zhu ... Lewei Lu Haodong Duan Yu Qiao Jifeng Dai Wenhai Wang LRM 122 38 0 13 Mar 2025
Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement Yuqi Liu Bohao Peng Zhisheng Zhong Zihao Yue Fanbin Lu Bei Yu Jiaya Jia LRM VLM 117 45 0 09 Mar 2025
Visual-RFT: Visual Reinforcement Fine-Tuning Ziyu Liu Zeyi Sun Yuhang Zang Xiaoyi Dong Yuhang Cao Haodong Duan Dahua Lin Jiaqi Wang ObjD VLM LRM 137 127 0 03 Mar 2025
Inst3D-LMM: Instance-Aware 3D Scene Understanding with Multi-modal Instruction Tuning Hanxun Yu Wentong Li Song Wang Jintai Chen Jianke Zhu 3DV LRM 127 6 0 01 Mar 2025
Self-Training Elicits Concise Reasoning in Large Language Models Tergel Munkhbat Namgyu Ho S. Kim Yongjin Yang Yujin Kim Se-Young Yun ReLM LRM 143 36 0 27 Feb 2025
Chain of Draft: Thinking Faster by Writing Less Silei Xu Wenhao Xie Lingxiao Zhao Pengcheng He AI4TS LRM 152 85 0 25 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 336 685 0 20 Feb 2025
CoT-Valve: Length-Compressible Chain-of-Thought Tuning Xinyin Ma Guangnian Wan Runpeng Yu Gongfan Fang Xinchao Wang LRM 151 54 0 13 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 380 1,970 0 22 Jan 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Yun Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 158 99 0 22 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 277 330 0 22 Jan 2025
Are VLMs Ready for Autonomous Driving? An Empirical Study from the Reliability, Data, and Metric Perspectives Shaoyuan Xie Lingdong Kong Yuhao Dong Chonghao Sima Wenwei Zhang Qi Alfred Chen Ziwei Liu Liang Pan 364 20 0 08 Jan 2025
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos Haobo Yuan Xianrui Li Tao Zhang Zilong Huang Shilin Xu S. Ji Yunhai Tong Lu Qi Jiashi Feng Ming-Hsuan Yang VLM 164 25 0 07 Jan 2025
PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models Mingyang Song Zhaochen Su Xiaoye Qu Jiawei Zhou Yu Cheng LRM 125 39 0 06 Jan 2025
VisionZip: Longer is Better but Not Necessary in Vision Language Models Senqiao Yang Yukang Chen Zhuotao Tian Chengyao Wang Jingyao Li Bei Yu Jiaya Jia VLM 121 37 0 05 Dec 2024
One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos Zechen Bai Tong He Haiyang Mei Pichao Wang Ziteng Gao Joya Chen Lei Liu Zheng Zhang Mike Zheng Shou VLM VOS MLLM 85 27 0 29 Sep 2024
HybridFlow: A Flexible and Efficient RLHF Framework Guangming Sheng Chi Zhang Zilingfeng Ye Xibin Wu Wang Zhang Ru Zhang Size Zheng Haibin Lin Chuan Wu AI4CE 183 235 0 28 Sep 2024
SAM4MLLM: Enhance Multi-Modal Large Language Model for Referring Expression Segmentation Yi-Chia Chen Wei-Hua Li Cheng Sun Yu-Chiang Frank Wang Chu-Song Chen VLM 90 20 0 01 Sep 2024
SAM 2: Segment Anything in Images and Videos Nikhila Ravi Valentin Gabeur Yuan-Ting Hu Ronghang Hu Chaitanya K. Ryali ... Nicolas Carion Chao-Yuan Wu Ross B. Girshick Piotr Dollár Christoph Feichtenhofer VLM MLLM 150 922 0 01 Aug 2024
TokenPacker: Efficient Visual Projector for Multimodal LLM Wentong Li Yuqian Yuan Jian Liu Dongqi Tang Song Wang Jie Qin Jianke Zhu Lei Zhang MLLM 94 67 0 02 Jul 2024
OMG-LLaVA: Bridging Image-level, Object-level, Pixel-level Reasoning and Understanding Tao Zhang Xiangtai Li Hao Fei Haobo Yuan Shengqiong Wu Shunping Ji Chen Change Loy Shuicheng Yan LRM MLLM VLM 105 63 0 27 Jun 2024
ReMamber: Referring Image Segmentation with Mamba Twister Yu-Hao Yang Chaofan Ma Jiangchao Yao Zhun Zhong Ya Zhang Yanfeng Wang Mamba 106 23 0 26 Mar 2024
LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models Yuzhang Shang Mu Cai Bingxin Xu Yong Jae Lee Yan Yan VLM 112 127 0 22 Mar 2024
An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models Liang Chen Haozhe Zhao Tianyu Liu Shuai Bai Junyang Lin Chang Zhou Baobao Chang MLLM VLM 104 152 0 11 Mar 2024
DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models Xiaoyu Tian Junru Gu Bailin Li Yicheng Liu Yang Wang Chenxu Hu Kun Zhan Peng Jia Xianpeng Lang Hang Zhao VLM 135 164 0 19 Feb 2024
Chain-of-Thought Reasoning Without Prompting Xuezhi Wang Denny Zhou ReLM LRM 237 124 0 15 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 146 1,274 0 05 Feb 2024
Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks Tianhe Ren Shilong Liu Ailing Zeng Jing Lin Kunchang Li ... Feng Li Jie Yang Hongyang Li Qing Jiang Lei Zhang VLM 118 444 0 25 Jan 2024
Mask Grounding for Referring Image Segmentation Yong Xien Chng Henry Zheng Yizeng Han Xuchong Qiu Gao Huang ISeg ObjD 114 18 0 19 Dec 2023
Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations Peiyi Wang Lei Li Zhihong Shao R. X. Xu Damai Dai Yifei Li Deli Chen Y.Wu Zhifang Sui AIMat LRM ALM 143 395 0 14 Dec 2023
PixelLM: Pixel Reasoning with Large Multimodal Model Zhongwei Ren Zhicheng Huang Yunchao Wei Yao-Min Zhao Dongmei Fu Jiashi Feng Xiaojie Jin VLM MLLM LRM 75 107 0 04 Dec 2023
PerceptionGPT: Effectively Fusing Visual Perception into LLM Renjie Pi Lewei Yao Jiahui Gao Jipeng Zhang Tong Zhang MLLM 58 36 0 11 Nov 2023
Towards Better Chain-of-Thought Prompting Strategies: A Survey Zihan Yu Liang He Zhen Wu Xinyu Dai Jiajun Chen LRM 165 54 0 08 Oct 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 147 2,817 0 05 Oct 2023
LISA: Reasoning Segmentation via Large Language Model Xin Lai Zhuotao Tian Yukang Chen Yanwei Li Yuhui Yuan Shu Liu Jiaya Jia LM&Ro VLM MLLM LRM 140 460 0 01 Aug 2023
LAMM: Language-Assisted Multi-Modal Instruction-Tuning Dataset, Framework, and Benchmark Zhen-fei Yin Jiong Wang Jianjian Cao Zhelun Shi Dingning Liu ... Lei Bai Xiaoshui Huang Zhiyong Wang Jing Shao Wanli Ouyang MLLM 89 168 0 11 Jun 2023
GRES: Generalized Referring Expression Segmentation Chang Liu Henghui Ding Xudong Jiang 93 163 0 01 Jun 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 569 4,910 0 17 Apr 2023
Segment Anything A. Kirillov Eric Mintun Nikhila Ravi Hanzi Mao Chloe Rolland ... Spencer Whitehead Alexander C. Berg Wan-Yen Lo Piotr Dollár Ross B. Girshick MLLM VLM 365 7,381 0 05 Apr 2023
Open-Vocabulary Semantic Segmentation with Mask-adapted CLIP Feng Liang Bichen Wu Xiaoliang Dai Kunpeng Li Yinan Zhao Hang Zhang Peizhao Zhang Peter Vajda Diana Marculescu CLIP VLM 102 457 0 09 Oct 2022