Vision Transformer

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16 papers in the last 28 days · 0.3% of indexed attention

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Period ending 2026-09-21

5 new papers

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Period ending 2026-09-14

4 new papers

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Period ending 2026-09-07

7 new papers

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231 papers

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  1. Gradient-Skipping Relevance Propagation for Efficient Explainability of Vision Transformers

    Jul 11, 2026Christopher Buratti, Michele Marchetti, Federica Parlapiano +3Vision TransformerExplainability

  2. Vision Transformers Learn Gestalt-Like Figure-Ground Cues from Natural Images

    Jul 9, 2026Matthias Tangemann, Benjamin Lo, Zygmunt Pizlo +3Visual PerceptionVision Transformer

  3. Texture Representations in Deep Vision Models: Comparing CNNs, Vision Transformers, and Human Perception

    Jul 9, 2026Ludovica de Paolis, Marco Baroni, Alessandro Laio +1Vision Foundation ModelsConvolutional Neural Networks

  4. Adversarial Decoys: Misdirecting Attention-Based Defenses in ViT

    Jul 8, 2026Giulia Marchiori Pietrosanti, Giulio Rossolini, Giorgio ButtazzoAdversarial ExamplesModel-Agnostic Defense

  5. AA-ViT: Anatomically Aware Vision Transformer with Structural and Frequency Guidance for Contrast Enhanced Brain MRI Synthesis

    Jul 8, 2026Talha Meraj, Tom Flannery, Charlie Cummins +6Magnetic Resonance ImagingSelf-Supervised Vision Transformers

  6. No Subspace to Track: Non-Identifiability and Optimizer State in Low-Rank Training

    Jul 7, 2026Noel ThomasLow-Rank FactorizationLarge Models

  7. On Preserving Geometrical Invariance for Superpixel Image Classification using Graph Transformer

    Jul 5, 2026Sarabeshwar Balaji, Shubham Mohanty, Akash AnilImage ClassificationVision Transformer

  8. Rethinking Depth Pruning for Vision Transformers: A Heterogeneity-Aware Perspective

    Jul 4, 2026Zhenfeng Su, Kang Zhao, Han Bao +4Self-Supervised Vision TransformersVision Transformer

  9. ThreatVisionAI: A Hybrid CNN-ViT Framework for Image-Based Malware Classification

    Jul 4, 2026Allyson Taylor, Prashanth BusiReddyGariMalware DetectionImage Classification

  10. When Geometry Aligns: Dihedral Hidden-State Transformations in UNet, ViT, and DiT Architectures

    Jul 3, 2026Mojtaba Faramarzi, Alex Lamb, Irina RishMultimodal Diffusion TransformersU-Net

  11. An Automated Multimodal Glaucoma Detection Framework Using ViT and a Stacking-Based Ensemble

    Jul 2, 2026Ishrat Jahan, Muhammad E. H Chowdhury, Murugappan Murugappan +7Fundus ImagesMultimodal Classification

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

    Jul 2, 2026Bohan Liu, Wenqian Ye, Guangzhi Xiong +3Frozen Contrastive Language-Image Pre-Training Visual EncoderVision Transformer

  13. Transformer Geometry Observatory TGO-II: Representational Similarity Observatory

    Jul 2, 2026Kaustubh Kapil, Kishor P. UplaVision TransformerRepresentation Space

  14. Understanding Geometric Representations in Self-Supervised Vision Transformers via Subspace Intervention

    Jul 2, 2026Weichen Zhou, Yawen Zou, Chunzhi Gu +3Self-Supervised Vision TransformersVision Transformer

  15. FoundDP: Revisiting Weak Disparity Observability in Dual-Pixel Depth Estimation

    Jul 2, 2026Fengchen He, Hao Xu, Dayang Zhao +2Depth EstimationVision Transformer

  16. Fusion: A Framework for Unified Sequential Token AdaptatIon in VisiOn TraNsformers

    Jul 1, 2026Aravind Pradeep, Samira Nazari, Mahdi Taheri +1Self-Supervised Vision TransformersVision Transformer

  17. Soft Mixture-of-Recursions: Going Deeper with Recursive Vision Transformers

    Jul 1, 2026Sang In Lee, Jihun ParkSelf-Supervised Vision TransformersVision Transformer

  18. Active Spatial Guidance: Eliminating Injected Positional Mechanisms in Vision Transformers

    Jul 1, 2026Cong Liu, Xiaofang Li, Simon X. YangVision TransformerDinov3

  19. Does Your ViT Still Need U-Net for Segmentation?

    Jun 30, 2026Xin Li, Wenhui Zhu, Xuanzhao Dong +6U-NetMedical Image Segmentation

  20. REDI: Corpus Aware Patch Ranking for DINOv3 Token Reduction

    Jun 30, 2026Chanjong Im, Sebastian Diem, Thomas MandlVision TransformerReranking

  21. BEST-RQ-2: Contextualize-Then-Predict, a Two-Step Approach for Self-Supervised Audio Representations

    Jun 29, 2026Ludovic K. Tuncay, Etienne Labbé, Thomas PellegriniAudio LatentAudio Representation

  22. Spatially Localized Image Degradation Embeddings for Image Quality Assessment

    Jun 28, 2026Krishna Srikar Durbha, Hassene Tmar, Ping-Hao Wu +2Image Quality AssessmentVisual Embeddings

  23. CLEAR-MoE: Shared-Basis Expert Extraction from Frozen Vision Transformers via Calibration-Driven Layer Selection

    Jun 26, 2026Md Irtiza Hossain, Humaira Ayesha, Junaid Ahmed SifatVision TransformerMixture-of-Experts Models

  24. A Unified Framework for Vision Transformers Equivariant to Discrete Subgroups of O(2)\mathrm{O}(2)

    Jun 26, 2026Tīkun Ông, Georg BökmanSelf-Supervised Vision TransformersVision Transformer

  25. AI-Generated Image Recognition via Fusion of CNNs and Vision Transformers

    Jun 26, 2026Xuan-Bach Mai, Hoang-Minh Nguyen-Huu, Quoc-Nghia Nguyen +3Synthetic Image DetectionAuthenticity

  26. Adaptive Hebbian Memory Routing in Vision Transformers for Few-Shot Learning

    Jun 23, 2026Mohammed Yusuf Mujawar, Noorbakhsh Amiri GolilarzFew-Shot LearningSelf-Supervised Vision Transformers

  27. TuringViT: Making SOTA Vision Transformers Accessible to All

    Jun 23, 2026Qiman Wu, Hanlin Chen, Lyujie Chen +19Self-Supervised Vision TransformersVision Transformer

  28. UniverSat: Resolution- and Modality-Agnostic Transformers for Earth Observation

    Jun 22, 2026Yohann Perron, Guillaume Astruc, Nicolas Gonthier +2Cloud-Aware Earth Observation SequencesEarth Observation

  29. IViT: A Novel Interpretable Visual Transformer for Skin Disease Detection

    Jun 22, 2026Haibiao Li, Di Lin, Xue Jiang +3Skin Lesion ClassificationSelf-Supervised Vision Transformers

  30. Structured Hyperedge Adaptation for Parameter-Efficient Fine-Tuning of Vision Transformers

    Jun 21, 2026Edwin Kwadwo Tenagyei, Lei Wang, Ugochukwu Ejike Akpudo +2Parameter-Efficient Fine-TuningVision Transformer

  31. ScalePredictor: Instance-aware Scale Learning for Accurate Quantization of Vision Transformers

    Jun 20, 2026Changjun Li, Runqing Jiang, Lian Xu +3Vision TransformerQuantizer

  32. Confidence-Aware Automated Assessment of Student-Drawn Scientific Models

    Jun 18, 2026Luyang Fang, Yingchuan Zhang, Jongchan Park +3Computerized Adaptive TestingDiagrams

  33. FrequencyFormer: A Co-Designed Sensor-to-Processor Pipeline for Frequency-Domain Vision Transformer Inference

    Jun 17, 2026Chengwei Zhou, Ovishake Sen, Xuming Chen +5Self-Supervised Vision TransformersVision Transformer

  34. LEAP: Layer-skipping Efficiency via Adaptive Progression for Vision Transformer Distillation

    Jun 17, 2026Jiaqi Zhang, Ashton Lee, Anthony Wong +3Vision TransformerImagenet

  35. Transformer Geometry Observatory TGO-I: Spectral Geometry Observatory

    Jun 17, 2026Kaustubh Kapil, Kishor P. UplaVision TransformerSemantic-Geometric Representations

  36. Architectural Bias in Face Presentation Attack Detection: A Comparative Study of Vision Transformers and Convolutional Neural Networks

    Jun 16, 2026Ngela Landon Ntung, Floride Tuyisenge, Jema David NdibwileFace EmbeddingsVision Transformer

  37. Landsat-Sentinel-2 Algal Bloom Mapping Using Vision Transformers: Model Description, Implementation, and Examples

    Jun 15, 2026Thainara Lima, Vitor MartinsSentinel-2In-Situ Plankton Classifiers

  38. Enhancing Precision Agriculture with a Hybrid Deep Learning Framework for Multi-Class Plant Disease Classification and Interpretability

    Jun 13, 2026Hasibul Islam Sufi, Ridam Roy, Shayla Alam Setu +1Tomato DiseasesDeep Learning Framework

  39. ViT-Up: Faithful Feature Upsampling for Vision Transformers

    Jun 12, 2026Krispin Wandel, Jingchuan Wang, Hesheng WangSelf-Supervised Vision TransformersDense Prediction

  40. Vision Transformers for Face Recognition Need More Registers

    Jun 10, 2026Tahar Chettaoui, Guray Ozgur, Eduarda Caldeira +2Vision TransformerTransformer Architectures

  41. ViT-FREE: Efficient Face Recognition via Early Exiting and Synthetic Adaptation

    Jun 10, 2026Tahar Chettaoui, Guray Ozgur, Eduarda Caldeira +2Self-Supervised Vision TransformersFacial Recognition

  42. Precision-Aware Illumination-Disentangled Vision Transformer for Spacecraft 6D Pose Estimation

    Jun 10, 2026Zongwu Xie, Yifan Yang, Yonglong Zhang +3Category-Level Object Pose EstimationVision Sensors

  43. Spatial Priors via Space Filling Curves for Small and Limited Data Vision Transformers

    Jun 8, 2026Leyla Naz Candogan, Arshia Afzal, Pol Puigdemont +1Self-Supervised Vision TransformersVision Transformer

  44. Beyond Self-Attention: Sub-Quadratic Vision Transformers for Fast Image Captioning

    Jun 7, 2026Chiradeep Ghosh, Dakshina Ranjan KiskuSelf-Supervised Vision TransformersVision Transformer

  45. Self-Supervised Vision Transformers for CBCT-Based Detection of Temporomandibular Joint Osteoarthritis

    Jun 6, 2026Shradhdha Trivedi, Vrundan Sojitra, Mariela PadillaComputed Tomography DatasetCone-Beam Computed Tomography

  46. RAPID: Layer-Wise Redundancy-Aware Pruning and Importance-Driven Token Merging for Efficient ViT

    Jun 6, 2026Kyumin Choi, Ikbeom JangVisual Token PruningSelf-Supervised Vision Transformers

  47. Phase Marginalization for Patch-Grid Instability in Vision Transformers

    Jun 6, 2026Oğuzhan ErcanVision TransformerPixels

  48. Inside the Visual Mind: Neuroscience-Motivated Concept Circuits for Interpreting and Steering Vision Transformers

    Jun 4, 2026Tang Li, Yanlin Chen, Mengmeng Ma +1Self-Supervised Vision TransformersVision Transformer

  49. BMCR: Adaptive Backbone Module Composition via Reinforcement Learning for Remote Sensing Object Detection

    Jun 4, 2026Wenlin Liu, Xikun Hu, Ping ZhongObject DetectionSelf-Supervised Vision Transformers

  50. Selective Coupling of Decoupled Informative Regions: Masked Attention Alignment for Data-Free Quantization of Vision Transformers

    Jun 3, 2026Biao Qian, Yang Wang, Yong Wu +1Extreme Low-Bit QuantizationVision Transformer

  51. Formalizing the Binding Problem

    Jun 2, 2026Lianghuan Huang, Yihao Li, Saeed Salehi +3Vision Transformer

  52. A2A^2: Smaller Self-Supervised ViTs Localize Better than Larger Ones

    Jun 2, 2026Sreehari Rammohan, Huy Ha, Carl VondrickSelf-Supervised Vision TransformersVision Transformer

  53. Bridging Topology and Deep Representation Learning: A TDA-ViT Fusion Model for Four-Class Brain Tumor Classification

    May 30, 2026Faisal AhmedBrain Tumor ClassificationMedical Imaging

  54. hZACH-ViT: Curved Latent Geometry for Compact Vision Transformers in Low-Data Medical Imaging

    May 30, 2026Athanasios AngelakisSelf-Supervised Vision TransformersVision Transformer

  55. SENTRY: Statistical Reliability Analysis of Vision Transformers Under Soft Errors

    May 30, 2026Pramit Kumar Bhaduri, Mahdi Taheri, Samira Nazari +3Fault Injection ExperimentsSelf-Supervised Vision Transformers

  56. A Mechanistic Analysis of Adversarial Fine-tuning of Vision Transformers

    May 28, 2026Hannah Gao, Isha Agarwal, Dylan Hadfield-Menell +1Vision Transformer

  57. Positional Encodings Anchor Spatial Structure in Vision Transformers: A Geometric Perspective on Robustness

    May 28, 2026Mahmoud MannesPositional EncodingVision Transformer

  58. Parameter-Efficient Subspace Decoupling ViT for Mitigating Multi-Task Negative Transfer in Histological Scoring

    May 28, 2026Youhan Huang, Jiajun Li, Yilin Fang +2Multi--Task LearningSelf-Supervised Vision Transformers

  59. AI for Maritime Security: Comparative Evaluation of CNN and Vision Transformer Architectures for Maritime Object Detection

    May 28, 2026Ismet Gocer, Zakirul Bhuiayn, Shakeel Ahmad +1Maritime NavigationConvolutional Neural Networks

  60. Unsupervised Semantic Segmentation Facilitates Model Understanding

    May 28, 2026Xiaoyan Yu, Lisa Mais, Jannik Franzen +4Dense Semantic SegmentationVision Transformer