Recent Vision-Language Models

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Period ending 2026-09-14

24 new papers

A weekly snapshot of new work published in Recent Vision-Language Models.

Period ending 2026-09-07

22 new papers

A weekly snapshot of new work published in Recent Vision-Language Models.

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  1. TecoPrompt: Temporal-Conservative Prompt Learning for Vision-Language Models

    Sep 15, 2026Zeyi Shao, Haowen Hua, Jiaxin Zhang +3Pre-Trained Vision-Language Models

  2. PSMP-CLIP: Patch-Prompt SAM and Multi-Semantic Prompting for CLIP-Based Zero-Shot Anomaly Detection

    Sep 15, 2026Xuezhi Xiang, Guanghao Wu, Heqi Xiang +4Zero-Shot Anomaly DetectionState-Of-The-Art Zero-Shot Performance

  3. Efficient Quantization-Aware Distillation with Cross-Modal Alignment for Edge Vision-Language Models

    Sep 15, 2026Jinwoo Jeon, GyuYeop Do, Yubin Lim +4Pre-Trained Vision-Language ModelsCross-Modal Knowledge Distillation

  4. Bridging the Perceptual Gap: Residual-Enhanced Downscaling and Manifold-Aware Perception Alignment Adaptation for NR-IQA

    Sep 15, 2026Yu Li, Zhengran Shen, Yachun Mi +2Perceptual QualityContrastive Language-Image Pre-Training

  5. FRPSS: Feature Rearrangement in Pre-Shape Space for Single-Image Generation

    Sep 15, 2026Yuexing Han, Haoxuan Zhang, Bing WangContrastive Language-Image Pre-Training

  6. ViCo-SAM3: Vision-Conditioned Alignment for Open-Vocabulary Camouflaged Object Segmentation

    Sep 14, 2026Qiangqiang Zhou, Wenjun Tang, Yong Chen +2Vision-Language AlignmentSam2

  7. Balancing Emotional Alignment and Semantic Consistency in Image Generation via Reinforcement Learning with Valence-Arousal Anchoring

    Sep 14, 2026Jisheng Dang, Zhenxuan Wang, Bin Li +3Contrastive Language-Image Pre-Training

  8. Can Edge-Deployable Vision-Language Models Identify Species?

    Sep 12, 2026William Zhou, Mayukha Siripuram, Xiao Yan +2Recent Vision-Language ModelsVideo Surveillance

  9. Routing by Reasoning Need: Trajectory-Aware Decoding Control for Diffusion Vision-Language Models

    Sep 12, 2026Yixiang Liu, Zhongxing Xu, Zhonghua Wang +1Vision-Language Model ReasoningDiffusion Language Models

  10. Evaluation of Vision-Language Models Across Diverse Coastal Environments

    Sep 11, 2026Seth Knoop, Chad R. Samuelson, Gabriel R. Slade +2Recent Vision-Language ModelsTide

  11. NCP-ArchPreview Technical Report: Moving towards Latent Space Language Models through Next Concept Prediction

    Sep 11, 2026NCP Team, Jiaqi Cao, Chiyu Chen +25Autoregressive Token PredictionPre-Trained Vision-Language Models

  12. Multimodal Taxonomic Conditioning for Generative Plankton Imagery

    Sep 10, 2026Daniela Ivanova, Ozgu Goksu, Nicolas PugeaultIn-Situ Plankton ClassifiersUnconditional Image Generation

  13. VANTAGE-Bench: Evaluating the Infrastructure AI Gap in Vision-Language Models

    Sep 10, 2026Zaid Pervaiz Bhat, Nimra Nayyar, Arihant Jain +6Recent Vision-Language ModelsArtificial Intelligence Infrastructure

  14. On-Policy Distillation for Vision-Language Model Adaptation, an Effective Paradigm on Low-Quality Multimodal Data

    Sep 9, 2026Hongyuan Zhang, Xianda Guo, Yanlun Peng +6Vision-Language Model AdaptationOn-Policy Distillation

  15. Isotropic Embedding Perturbations for Robust Vision Language Encoders

    Sep 9, 2026Hyesong Choi, Daeun Kim, Song Park +5Pre-Trained Vision-Language ModelsData Augmentation

  16. UOT-Gap: A Variational Principle for the Modality Gap in Vision-Language Models via Unbalanced Optimal Transport

    Sep 9, 2026Zonglin Yang, Huilan Ma, Xudan Zheng +1Modality GapContrastive Language-Image Pre-Training

  17. Low-Rank Prompt Learning for Vision-Language Models with Fixed-Token Bases

    Sep 8, 2026Tanvir Muntakim Tonoy, Sajjad Ghiasvand, Mahnoosh Alizadeh +1Contrastive Language-Image Pre-TrainingSoft Prompt Tuning

  18. CASD: Chunk-Aligned Semantic Distillation for Multi-StageRobot Manipulation

    Sep 8, 2026Tinghe Ding, Jiahao Li, He WangAction ChunksRobotic Manipulation

  19. Estimating Semantic Ambiguity via Gaussian Context Distributions for VLM-Driven Traversability Analysis

    Sep 8, 2026Ramona Häuselmann, Mario A. V. Saucedo, Christoforos Kanellakis +1TraversabilityVision-Language Model Reasoning

  20. Towards Embodied Air-Ground Cooperative Object Search: Benchmark, Dataset and Agentic Method

    Sep 8, 2026Boao Yu, Zimo Chen, Junreng Rao +4Aerial Vision-Language NavigationUnmanned Aerial Vehicles

  21. MARS-CLIP: Multi-Resolution and Attention Refined Zero-Shot Image Segmentation

    Sep 8, 2026Nagito Saito, Shintaro Ito, Koichi Ito +1Few-Shot SegmentationContrastive Language-Image Pre-Training

  22. Drive by Hindsight and Foresight: Tool-Grounded Synergistic Reasoning over Hierarchical Memory for Autonomous Driving

    Sep 8, 2026Baojie Chen, Zijun Jia, Jing ZhongAutonomous DrivingVision-Language Model Reasoning

  23. Bridging the Semantic-Utility Gap in Multimodal RAG via Generator-in-the-Loop Alignment

    Sep 8, 2026Zhan-Lun Chang, Dong-Jun Han, Seyyedali Hosseinalipour +2Multimodal Retrieval Augmented GenerationVision-Language Alignment

  24. Foundation Models for Generalizable Semantic and Goal-Oriented Communication

    Sep 7, 2026Boliang Liu, Wint Yi Poe, Riccardo Trivisonno +1Semantic CommunicationsInformation Bottleneck

  25. VoT: Vision-of-Thought for Unified Multimodal Representation Alignment

    Sep 7, 2026Jingxiang Sun, Chao Liao, Zhengxiong Luo +6Vision-Language AlignmentText-To-Image Models

  26. DroneGround: Open-Vocabulary Drone Payload Characterization Using Synthetic Data and Grounded Vision-Language Models

    Sep 7, 2026Ami Pandat, Rajasekhar Punna, Gopika Vinod +1Drone DetectionAerial Dataset

  27. Harnessing CLIP and DINO: An Uncertainty-Aware Cascaded Fusion Network for Generalizable Deepfake Image Detection

    Sep 7, 2026Xuechao Zou, Yi Zhou, Kai Li +4Deepfake DetectionForgeries

  28. CrACK: Adversarial Attacks on Cross-Model Consistency in Collaborative Vision Foundation Models

    Sep 7, 2026Feifei Liu, Jintao Cheng, Chi Man Vong +1Black-Box Adversarial AttacksRecent Vision Foundation Models

  29. Parser-Free VLM Verification for Federated Weakly Supervised Video Anomaly Detection

    Sep 7, 2026Sébastien Thuau, Amira Gran, Siba Haidar +1Video Anomaly DetectionVideo Large Language Models

  30. Federated Binary Gating with Server-Side Vision-Language Inference for Surveillance Anomaly Classification

    Sep 7, 2026Côme-Alexis Puech, Sébastien Thuau, Amira Gran +3Video Anomaly DetectionRobust Federated Learning

  31. Social Intuition vs. Machine Reasoning: Anticipating Human-Robot Interaction from multiple modalities

    Sep 7, 2026Raphael Lorenzo-Louis, Bertrand Luvison, Serena IvaldiHuman-Robot InteractionVision-Language Model Reasoning

  32. Seeing Before Synthesizing: VLM-Guided Transition Event Discovery for Weakly-Supervised Dense Video Captioning

    Sep 3, 2026Ye-Chan Kim, Seunghee Choi, SeungJu Cha +4Video CaptioningDense Video Captioning

  33. IchthyoNoma: Nomenclature and Context Sensitivity of Zero-Shot Biological Vision--Language Models for Bangladeshi Freshwater Fish Recognition

    Sep 3, 2026Nazim-E-Alam, Tarek Rahman, Md Kishor MorolCoralRecent Vision-Language Models

  34. LLaDA-Image: Building Strong Image Generators with Fully Open Training Recipes

    Sep 3, 2026Chuyan Chen, Haoxing Chen, Kun Chen +27Contrastive Language-Image Pre-TrainingDiffusion Transformers

  35. Unfold The World: Factorize 4D Properties in Reinforcing Spatial Reasoning

    Sep 3, 2026Yijun Yang, Shenghe Zheng, Wenbo Li +8Spatial ReasoningVision-Language Model Reasoning

  36. Making Every Tool Call Count: Necessary Tool-Evidence Path Rewards for Agentic Vision-Language Models

    Sep 3, 2026Xingming Long, Yu Liu, Zhiwei Yang +7Recent Vision-Language ModelsSample-Level Supervision

  37. Exploring the Potential of Contrastive Language-Image Pre-training for Multi-Source Remote Sensing Data

    Sep 3, 2026Xiangyang Miao, Kelu Yao, Yekai Huang +7Remote SensingContrastive Language-Image Pre-Training

  38. Solving the Needle-in-a-Haystack Problem in Mammography Vision-Language Model with Differentiable Subset Sampling

    Sep 2, 2026Young Seok Jeon, Beatrice Brown-Mulry, Rohan Satya Isaac +5Medical Vision-Language ModelsMammography

  39. Detecting Object Hallucinations in Large Vision-Language Models via Cross-Modal Attention Drifts and Mask-Based Verification

    Sep 2, 2026Xuanbing Wen, Boxu Chen, Le Yang +4Hallucination Detection FrameworkRecent Vision-Language Models

  40. AlphaRAD: Grounded Zero-Shot Classification in Chest Radiology via α-Corrected Binary Cross Entropy and Factorized Latent Supervision

    Sep 1, 2026Jianzhong You, Yuan Gao, Chris McIntoshChest X-Ray Report GenerationChest X-Ray

  41. Closing Cost-Quality Gap in Document VLMs: Difficulty-Aware Data Curation and Quality-Adjusted Deployment Economics

    Sep 1, 2026Maksim Evdokimov, Matvey Ivanov, Dmitrii Tsiupin +3DocumentOptical Character Recognition

  42. Selective Agent Guidance via Entropy: Learning Autonomous Policies from Imperfect VLM Teachers

    Sep 1, 2026Giovanni Bonetta, Matteo Merler, Davide Zago +2Recent Vision-Language Models

  43. FairLens: Benchmarking Fairness in Vision-Language Models for High-Stakes Decision-Making

    Sep 1, 2026Vahid Reza Khazaie, Ahmed Y. Radwan, Shaina RazaRecent Vision-Language ModelsLarge Language Model Bias

  44. IntroConformal: Conformal Factuality Guarantees for Large Vision-Language Models via Introspective Signals

    Sep 1, 2026Md. Atabuzzaman, Christian Alexander, Chris ThomasRecent Vision-Language ModelsLarge Language Model Reliability

  45. Compressing AI Traffic: Standardized Neural Network Coding of Visual-Token Representations in Split Vision-Language Inference

    Sep 1, 2026Reza Heidari, Hamed R. Tavakoli, Juho KannalaToken CompressionVision Encoders

  46. When Modality Gap Reduction Fails: Prediction-Level Hubness in CLIP

    Sep 1, 2026Shota Sato, Hajime Kiyama, Tosho Hirasawa +1Modality GapCross-Modal Alignment

  47. Phrase-Localized Language-Contrastive Guidance: Training-Free Localized Accent Control for Code-Switching Text-to-Speech

    Sep 1, 2026Che Hyun Lee, Sangkwon Park, Donghun Kang +4Accented SpeechCode-Switching

  48. Candidate-Expanding Routing with Permutation-Stabilized Experts for Mixed-Format Medical VQA

    Sep 1, 2026Hai-Dang Nguyen, Huy-Hieu PhamMedical Visual Question AnsweringRecent Vision-Language Models

  49. Towards reliable multimodal disaster severity assessment through preference optimization and explainable vision-language reasoning

    Sep 1, 2026Yuanjun Zhang, Fuzel Ahamed Shaik, Suvojit Acharjee +2Post-Disaster Damage AssessmentDisasters

  50. The Visual Insensitivity Gap: Diagnosing When Vision-Language Models Fail to Use Visual Evidence

    Sep 1, 2026Genpei ZhangRecent Vision-Language ModelsVisual Perception

  51. Text Capability Loss in Vision-Language Adaptation: An Attention-Sink Diagnosis

    Sep 1, 2026Minsik Choi, Geewook Kim, Young Geun KimVision-Language Model AdaptationVision-Language Reasoning

  52. You Cannot Photograph the Same Street Twice: Reliability Limits in Vision-Language Measurement of Urban Change

    Sep 1, 2026Kaizhen TanStreet-View ImageryVision-Language Reasoning

  53. BrainDiff: Longitudinal Report Generation for Multimodal Brain MRI

    Sep 1, 2026Krish Patel, Peirong LiuBrain Magnetic Resonance ImagingNeuroimaging Models

  54. FoldingAgent: Inferring Parametric Origami Procedures from Demonstration Videos

    Aug 31, 2026Maya Moriya, Sigal Raab, Yael Vinker +1FoldingAgentic Video Generation

  55. SlideBank: A Persistent Hierarchical Evidence Bank for Consistent Whole-Slide Reasoning

    Aug 31, 2026Beidi Zhao, Gexin Huang, Ciro Zhang +6Whole-Slide Image AnalysisPathology

  56. Qwen-Drive-1.0: An Initial Step towards a Vision-Language Foundation Model for Autonomous Driving

    Aug 31, 2026Xin Zhou, Zongchuang Zhao, Zhibo Yang +13Autonomous DrivingDead Reckoning

  57. LOCI: A Locator-Critic with Refinement Loop

    Aug 31, 2026Walid Bousselham, Mathilde Caron, Arsha Nagrani +1Recent Vision-Language ModelsVisual Evidence

  58. Where Do Multilingual Vision-Language Encoders Fail on Low-Resource Languages?

    Aug 31, 2026Donghoon Han, SungHyun Moon, Aidyn Zhakatayev +2Vision-Language AlignmentLow-Resource Languages

  59. Dynamic Hub-and-Spoke Memory for Streaming Video Understanding

    Aug 31, 2026Xinru Jiang, Lin Zhao, Xi Xiao +7Video UnderstandingLong Video Understanding

  60. DICS: Exploring Data Intrinsic Consistency for Visual Instruction Selection

    Aug 31, 2026Yuyang Hong, Jinhui Guo, Jiaqi Gu +6Vision-Language AlignmentInstruction