Contrastive Language-Image Pre-Training

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Period ending 2026-09-14

6 new papers

A weekly snapshot of new work published in Contrastive Language-Image Pre-Training.

Period ending 2026-09-07

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A weekly snapshot of new work published in Contrastive Language-Image Pre-Training.

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  1. 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

  2. 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

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

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

  4. 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

  5. Multimodal Taxonomic Conditioning for Generative Plankton Imagery

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

  6. 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

  7. 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

  8. 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

  9. 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

  10. 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

  11. 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

  12. 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

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

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

  14. 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

  15. CL4D: Contrastive Language-4D Pretraining for Vision-Language Reasoning in Dynamic Scenes

    Aug 19, 2026Kumal Hewagamage, Isuranga Senavirathne, Sasika Amarasinghe +44DVision-Language Reasoning

  16. RA-ClipScore: Making Generative Model Evaluation More Interpretable

    Aug 12, 2026Yifan Lu, Taras Kucherenko, Hedvig Kjellström +1Evaluation MetricsContrastive Language-Image Pre-Training

  17. Look What the Probes Dragged In! Real-World Chest X-ray Shortcuts in MedCLIP

    Aug 12, 2026Nikolette Pedersen, Regitze Sydendal, Veronika Cheplygina +1Chest X-RayContrastive Language-Image Pre-Training

  18. Test-Time Prototype Adaptation for Open-Vocabulary Semantic Segmentation

    Aug 8, 2026Haozhe Wang, Jintao Cheng, Weibin Li +1Open-VocabularyLearnable Prototypes

  19. ZOMP: Zeroth-Order Multi-Modal Prompt Tuning for Vision-Language Models

    Aug 8, 2026Sajjad Ghiasvand, Yifan Yang, Mahnoosh Alizadeh +1Pre-Trained Vision-Language ModelsMultimodal Instruction Tuning

  20. Human-AI Perceptual Alignment by Playing Hues and Cues

    Aug 7, 2026Nuria Alabau-Bosque, Jorge Vila-Tomás, Paula Daudén-Oliver +3Perceptual TasksContrastive Language-Image Pre-Training

  21. A Paragraph is Worth a Thousand Captions: Rethinking Text Supervision for Vision-Language Retrieval

    Aug 5, 2026Mahyar Ghazanfari, Amin Tabrizian, Arsyi Aziz +2Contrastive Language-Image Pre-TrainingVision-Language Reasoning

  22. SeCo-SBIR: Semantically Consistent Prompt Learning for Zero-Shot Sketch-Based Image Retrieval

    Aug 4, 2026Long Hoang Dang, Tuan Nguyen Huu, Nguyen Minh Hieu +1Contrastive Language-Image Pre-TrainingComposed Image Retrieval

  23. EchoChange: A Diffusion Language Model with Dual Pass Remasking for Factual Remote Sensing Disaster Change Captioning

    Aug 3, 2026Dongwei Sun, Bowen Yao, Yujie Zhang +3Dense Video CaptioningChange Detection

  24. Measuring Product Quality Using Images: The CLIP Q-Score and an Application to Real Estate

    Aug 2, 2026Fabian Slonimczyk, Danila KarapsinHousing AttributesImage Quality Assessment

  25. SAFE-Merge: Data-Free Continual Model Merging with General Knowledge Preservation

    Aug 2, 2026Zihuan Qiu, Zhiyang Liao, Chiyuan He +5Continual Model MergingEfficient Continual Learning

  26. ReACT-CLIP: Response-Aware Test-Time Defense for Vision--Language Models

    Aug 2, 2026Hashmat Shadab Malik, Toluwani Aremu, Samuele Poppi +2Contrastive Language-Image Pre-TrainingRecent Vision-Language Models

  27. CopyCat: Improving Fine-Grained Subject Consistency in Subject-to-Image Models within Seconds

    Aug 1, 2026Peng Zheng, Ruiqi Liu, Rui Ma +1Contrastive Language-Image Pre-TrainingPaired Supervision

  28. Adjudicated Captioning: Multi-Agent Alignment Scoring and Consensus-Distilled Beam Arbitration for Strict Zero-Shot Image Captioning

    Jul 31, 2026Duy Tran Thanh, Thien-Phuc Doan, Long Nguyen-Vu +1Dense Video CaptioningVideo Captioning

  29. Scaling Vision-Language Models Is Not Enough to Mitigate Bias

    Jul 30, 2026Ioannis Sarridis, Ioannis Kompatsiaris, Symeon PapadopoulosLarge Language Model BiasContrastive Language-Image Pre-Training

  30. DS@GT ARC at ImageCLEFmedical 2026: Architectural Diversity for Concept Detection and Foundation-Model Scaling for Caption Prediction in Medical Image Analysis

    Jul 30, 2026Bowen Wang, Youwen Zhang, Ritesh MehtaMedical Vision-Language ModelsMedical Imaging

  31. Anchoring and Steering Diffusion: Enhancing the Faithfulness of Text-to-Image Generation at Inference Time

    Jul 29, 2026Xinyi Wang, Yuyang Huang, Yalin Su +4Text-To-Image Diffusion ModelsVideo-Text Alignment

  32. Rethinking Expert Training for Model Merging with Prompt Learning

    Jul 27, 2026Christos Georgakilas, Aniello Panariello, Samir El Karrat Moreno +3Continual Model MergingModel Merging

  33. IJCB-AFMFR 2026: Competition on Adapting Foundation Models for Face Recognition Using Synthetic Training Data

    Jul 27, 2026Tahar Chettaoui, Guray Ozgur, Eduarda Caldeira +13Cross-Spectral Through-Glass Face DatasetSynthetic Training Data

  34. What CLIP Knows but Cannot Say: Recovering Negation from Frozen Intermediate Features

    Jul 25, 2026Chen-Yi Lu, Yueh-Shao Chen, Somali ChaterjiContrastive Language-Image Pre-TrainingNegation

  35. TextSLIP: Text Self-Supervised CLIP for Medical Report Generation

    Jul 24, 2026Haoyu Jiang, Ziping CongMedical Vision-Language ModelsRadiology Report Generation

  36. KALE: Kernel Alignment with Loss Equilibration for Stable CLIP-DINOv2 Alignment at Web Scale

    Jul 21, 2026Michał PawłowiczContrastive Language-Image Pre-TrainingValue Alignment

  37. Attributes Should Come from Images, Not Class Names: Distribution-Conditioned Attribute Selection for Vision-Language Models

    Jul 21, 2026Gautam Rajendrakumar Gare, Jia Shi, Zhiqiu Lin +3Contrastive Language-Image Pre-TrainingImagenet

  38. COLIP-2: Olfaction-Vision-Language Embeddings

    Jul 20, 2026Kordel Kade FranceOlfactory NavigationContrastive Language-Image Pre-Training

  39. CT-Merging: Consensus Directions and Task-Level Scaling for LoRA Adapter Merging

    Jul 18, 2026Keumseo Ryum, Joonhyuk KangContinual Model MergingModel Merging

  40. AspectCLIP: Optimizing CLIP Representation Space via Aspect-Guided Consistency Regularization

    Jul 15, 2026Yiyang Yao, Shanglin Liu, Jianming Lv +4Contrastive Language-Image Pre-TrainingRegularization Methods

  41. Fine-grained CLIP fine-tuning with self-annotated region alignment

    Jul 15, 2026Chenyang Zhao, Wei Lin, Antoni B. Chan +1Contrastive Language-Image Pre-TrainingFine-Grained Perception

  42. The Hyperspherical Geometry of CLIP Latent Space: A Semantic Mixture Model

    Jul 15, 2026Zijie Yu, Gaowen Liu, Ramana Rao Kompella +2Contrastive Language-Image Pre-TrainingHyperspherical Embedding Geometry

  43. CLIP-Guided Label-Free Discriminative Region Scoring for Fine-Grained Classification

    Jul 15, 2026Yujie ZhuPseudo-LabelingFine-Grained Perception

  44. GeoSEAN: Explainable Country-Level Image Geolocation for ASEAN Regions

    Jul 14, 2026Muhamad Syukron, Danish Rafie Ekaputra, Tintrim Dwi Ary WidhianingsihGeo-LocalizationGeoquery

  45. Representation and Reference Selection in Training-Free Synthetic Image Attribution

    Jul 13, 2026Meiling Li, Pietro Bongini, Benedetta Tondi +1Synthetic Image DetectionContrastive Language-Image Pre-Training

  46. SynCLIP: Synonym-Coherent Language-Image Pretraining for Robust Open-Vocabulary Dense Perception

    Jul 13, 2026Mingjie Xie, Guangjun He, Dongli Xu +5Contrastive Language-Image Pre-TrainingOpen-Vocabulary

  47. IB-Flow: Information Bottleneck-Guided CFG Distillation for Few-Step Text-to-Image Generation

    Jul 10, 2026Yiting Wang, Jingyi Zhang, Wenhu Zhang +4Text-To-ImageClassifier-Free Guidance

  48. Sparse Attention for Dense Open-Vocabulary Prediction in CLIP

    Jul 8, 2026Fatimah Zohra, Chen Zhao, Shuming Liu +1Contrastive Language-Image Pre-TrainingOpen-Vocabulary

  49. AnyStyle: A Single LoRA is Sufficient for Image-Guided Style Transfer

    Jul 6, 2026Yongwen Lai, Chaoqun WangPhotorealistic Style TransferContrastive Language-Image Pre-Training

  50. TrustCLIP: Learning Private Visual Features via Adversarial Reconstruction

    Jul 5, 2026Nikos Athanasiou, Ilya A. Petrov, Angela Yao +7Contrastive Language-Image Pre-TrainingReconstruction-Driven Framework

  51. Road-Aware Anomaly Segmentation with Query-Guided Polygons and CLIP in Autonomous Driving

    Jul 5, 2026Zhiran Yan, Gordon ElgerReal-Time Semantic SegmentationAutonomous Driving

  52. How Do Diffusion Classifiers Decide? A Bias-Centric Evaluation

    Jul 4, 2026Saba Fathi, Fardin Ayar, Maryam Abdolali +3Diffusion ModelsText Classifier

  53. Rethinking Brain Decoding with CLIP: The Role of Adversarial Robustness

    Jul 3, 2026Byeongseo Bok, Futa Waseda, Jun Liu +1FmriBrain

  54. Towards Robustness against Typographic Attack with Training-free Concept Localization

    Jul 2, 2026Bohan Liu, Wenqian Ye, Guangzhi Xiong +3Contrastive Language-Image Pre-TrainingVision Transformer

  55. Training-Free Debiasing of Diffusion Models via CLIP-Guided Denoising Optimization

    Jul 1, 2026Dain Kim, Jinseo Kim, Sungyong BaikText-To-Image Diffusion ModelsDiffusion Models

  56. LeVLJEPA: End-to-End Vision-Language Pretraining Without Negatives

    Jul 1, 2026Lukas Kuhn, Giuseppe Serra, Randall Balestriero +1Pre-Trained Vision-Language ModelsContrastive Language-Image Pre-Training

  57. HyFL-CLIP: Hyperbolic Fine-Tuning of CLIP for Robust Long-Context Understanding

    Jul 1, 2026Ji Ha Jang, Hayeon Kim, Chulwon Lee +2Contrastive Language-Image Pre-TrainingEfficient Long-Context Inference

  58. Selective Test-Time Debiasing for CLIP via Reward Gating

    Jul 1, 2026Jaeho Han, Jisoo Yang, Hyeondong Woo +3Contrastive Language-Image Pre-TrainingTest-Time Adaptation

  59. Decompose, Compare, and Decide: Multimodal LLMs are Implicit Few-Shot Learners

    Jun 30, 2026Yunhan Wang, Eshika Khandelwal, Edson Araujo +3Few-Shot LearningImage Classification

  60. A Classifier-Agnostic Zero-Shot Adversarial Attack Detection via CLIP

    Jun 29, 2026Hodaya Krakover, Meir Yossef Levi, Eyal Gofer +1Black-Box Adversarial AttacksAdversarial Transferability