CVPR 2026 Open Access Repository

22nd Workshop on Perception Beyond the Visible Spectrum

Addressing Data Scarcity in Depth-Based Human Action Recognition via Zero-Shot Depth Estimation: Rebeka Angyal,

Pedro Hermosilla,

Martin Kampel,

Irene Ballester; [pdf] [supp]
[bibtex]
@InProceedings{Angyal_2026_CVPR, author = {Angyal, Rebeka and Hermosilla, Pedro and Kampel, Martin and Ballester, Irene}, title = {Addressing Data Scarcity in Depth-Based Human Action Recognition via Zero-Shot Depth Estimation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6997-7007} }
2nd Thermal Pedestrian Multiple Object Tracking Challenge - PBVS 2026: Wassim El Ahmar,

Leo Thomas Ramos,

Angel D Sappa,

Riad Hammoud; [pdf]
[bibtex]
@InProceedings{El_Ahmar_2026_CVPR, author = {El Ahmar, Wassim and Ramos, Leo Thomas and Sappa, Angel D and Hammoud, Riad}, title = {2nd Thermal Pedestrian Multiple Object Tracking Challenge - PBVS 2026}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7074-7081} }
Self-supervised Diffusion-guided Hallucination-free Thermal Infrared Image Denoising: Felix Hazebrouck,

Alexander Schock-Schmidtke,

Norbert Stuhrmann,

Johannes Fottner,

Michael Teutsch; [pdf] [supp]
[bibtex]
@InProceedings{Hazebrouck_2026_CVPR, author = {Hazebrouck, Felix and Schock-Schmidtke, Alexander and Stuhrmann, Norbert and Fottner, Johannes and Teutsch, Michael}, title = {Self-supervised Diffusion-guided Hallucination-free Thermal Infrared Image Denoising}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7091-7101} }
TopAX: Topologically Aware Explainability Analysis for Layer Sensitivity in Deep Networks: Navin Ranjan,

Alexandra Ciesielka,

Andreas Savakis,

Paul T Schrader,

Erik Blasch; [pdf]
[bibtex]
@InProceedings{Ranjan_2026_CVPR, author = {Ranjan, Navin and Ciesielka, Alexandra and Savakis, Andreas and Schrader, Paul T and Blasch, Erik}, title = {TopAX: Topologically Aware Explainability Analysis for Layer Sensitivity in Deep Networks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7161-7170} }
1st Hyperspectral Image Super-Resolution Challenge - PBVS 2026: Thomas De Kerf,

Rafael E Rivadeneira,

Leo Thomas Ramos,

Angel D Sappa,

Steve Vanlanduit; [pdf]
[bibtex]
@InProceedings{De_Kerf_2026_CVPR, author = {De Kerf, Thomas and E Rivadeneira, Rafael and Ramos, Leo Thomas and Sappa, Angel D and Vanlanduit, Steve}, title = {1st Hyperspectral Image Super-Resolution Challenge - PBVS 2026}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7067-7073} }
Approximate or Perish: Spectral MLP-KAN Diffusion with Attentive Function Learning for Unsupervised Hyperspectral Image Restoration: Hongcheng Jiang,

Jingtang Ma,

Gaoyuan Du,

Jingchen Sun,

Gengyuan Zhang,

Zejun Zhang,

Kai Luo; [pdf] [supp]
[bibtex]
@InProceedings{Jiang_2026_CVPR, author = {Jiang, Hongcheng and Ma, Jingtang and Du, Gaoyuan and Sun, Jingchen and Zhang, Gengyuan and Zhang, Zejun and Luo, Kai}, title = {Approximate or Perish: Spectral MLP-KAN Diffusion with Attentive Function Learning for Unsupervised Hyperspectral Image Restoration}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7102-7111} }
Frequency-Guided Fusion For RGB-Thermal Semantic Segmentation: Ismail Emre Canitez,

Ozgur Erkent; [pdf]
[bibtex]
@InProceedings{Canitez_2026_CVPR, author = {Canitez, Ismail Emre and Erkent, Ozgur}, title = {Frequency-Guided Fusion For RGB-Thermal Semantic Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7018-7026} }
EarthBridge: A Solution for 4th Multi-modal Aerial View Image Challenge Translation Track: Zhenyuan Chen,

Yuanshen Guan,

Feng Zhang; [pdf] [supp]
[bibtex]
@InProceedings{Chen_2026_CVPR, author = {Chen, Zhenyuan and Guan, Yuanshen and Zhang, Feng}, title = {EarthBridge: A Solution for 4th Multi-modal Aerial View Image Challenge Translation Track}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7037-7047} }
7th Thermal Image Super-Resolution Challenge - PBVS 2026: Rafael E. Rivadeneira,

Angel D Sappa,

Leo Thomas Ramos,

Riad Hammoud,

Siqing Wu,

Hang Zhong,

Yu Wang,

Shengjie Zhao,

Dawei Fan,

Zeyu Li,

Xiongxin Tang; [pdf]
[bibtex]
@InProceedings{Rivadeneira_2026_CVPR, author = {Rivadeneira, Rafael E. and Sappa, Angel D and Ramos, Leo Thomas and Hammoud, Riad and Wu, Siqing and Zhong, Hang and Wang, Yu and Zhao, Shengjie and Fan, Dawei and Li, Zeyu and Tang, Xiongxin}, title = {7th Thermal Image Super-Resolution Challenge - PBVS 2026}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7171-7180} }
An End-to-End Trainable Multi-Scale CRF Framework for Decision Fusion in Multi-Modal Remote Sensing Classification: Ushasi Chaudhuri,

Papia Mahato,

Shailesh Deshpande,

Biplab Banerjee; [pdf] [supp]
[bibtex]
@InProceedings{Chaudhuri_2026_CVPR, author = {Chaudhuri, Ushasi and Mahato, Papia and Deshpande, Shailesh and Banerjee, Biplab}, title = {An End-to-End Trainable Multi-Scale CRF Framework for Decision Fusion in Multi-Modal Remote Sensing Classification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7027-7036} }
An Annotated Thermal Infrared Dataset for Okra Maturity Stage Detection: Sasithradevi A,

Sabari Nathan; [pdf] [supp]
[bibtex]
@InProceedings{A_2026_CVPR, author = {A, Sasithradevi and Nathan, Sabari}, title = {An Annotated Thermal Infrared Dataset for Okra Maturity Stage Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6978-6986} }
SSFT: A Lightweight Spectral-Spatial Fusion Transformer for Generic Hyperspectral Classification: Alexander Musiat,

Nikolas Ebert,

Oliver Wasenmuller; [pdf] [arXiv]
[bibtex]
@InProceedings{Musiat_2026_CVPR, author = {Musiat, Alexander and Ebert, Nikolas and Wasenmuller, Oliver}, title = {SSFT: A Lightweight Spectral-Spatial Fusion Transformer for Generic Hyperspectral Classification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7122-7131} }
1st Mars Landslide Segmentation Challenge - PBVS 2026: Leo Thomas Ramos,

Abel Reyes-Angulo,

Sidike Paheding,

Angel D. Sappa; [pdf]
[bibtex]
@InProceedings{Ramos_2026_CVPR, author = {Ramos, Leo Thomas and Reyes-Angulo, Abel and Paheding, Sidike and Sappa, Angel D.}, title = {1st Mars Landslide Segmentation Challenge - PBVS 2026}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7132-7141} }
DualSwinFusionSeg: Multimodal Martian Landslide Segmentation via Dual Swin Transformer with Multi-Scale Fusion and UNet++: Shahriar Kabir,

Abdullah Muhammed Amimul Ehsan,

Istiak Ahmmed Rifti,

Md Kaykobad Reza; [pdf] [arXiv]
[bibtex]
@InProceedings{Kabir_2026_CVPR, author = {Kabir, Shahriar and Ehsan, Abdullah Muhammed Amimul and Rifti, Istiak Ahmmed and Reza, Md Kaykobad}, title = {DualSwinFusionSeg: Multimodal Martian Landslide Segmentation via Dual Swin Transformer with Multi-Scale Fusion and UNet++}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7112-7121} }
Single-View Seafloor Recovery from Imaging Sonar via Differentiable Rendering: Sevan Brodjian,

Michael Hobley,

Pietro Perona; [pdf] [supp]
[bibtex]
@InProceedings{Brodjian_2026_CVPR, author = {Brodjian, Sevan and Hobley, Michael and Perona, Pietro}, title = {Single-View Seafloor Recovery from Imaging Sonar via Differentiable Rendering}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7008-7017} }
HUNTS: Hybrid Unfolded Networks for Fast and Accurate Multi-Camera Thermal Super-Resolution: Abdullahi Sani Shuaibu,

Zhihe Lu,

Ali Safa; [pdf]
[bibtex]
@InProceedings{Shuaibu_2026_CVPR, author = {Shuaibu, Abdullahi Sani and Lu, Zhihe and Safa, Ali}, title = {HUNTS: Hybrid Unfolded Networks for Fast and Accurate Multi-Camera Thermal Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7190-7199} }
Zero-Shot X-ray Security Image Synthesis Via Cross-modal Diffusion: Zijiao Wang,

Qiang Li,

Zheng Hu,

Gang Fu,

Li Zhang; [pdf]
[bibtex]
@InProceedings{Wang_2026_CVPR, author = {Wang, Zijiao and Li, Qiang and Hu, Zheng and Fu, Gang and Zhang, Li}, title = {Zero-Shot X-ray Security Image Synthesis Via Cross-modal Diffusion}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7210-7219} }
Revisiting Radar Perception With Spectral Point Clouds: Hamza Alsharif,

Jing Gu,

Pavol Jancura,

Satish Ravindran,

Gijs Dubbelman; [pdf] [arXiv]
[bibtex]
@InProceedings{Alsharif_2026_CVPR, author = {Alsharif, Hamza and Gu, Jing and Jancura, Pavol and Ravindran, Satish and Dubbelman, Gijs}, title = {Revisiting Radar Perception With Spectral Point Clouds}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {6987-6996} }
SCR-Guided Difficulty-Aware Optimization for Infrared Small Target Detection: Yunus Sevim,

Behçet Uğur Töreyin; [pdf]
[bibtex]
@InProceedings{Sevim_2026_CVPR, author = {Sevim, Yunus and T\"oreyin, Beh\c{c}et U\u{g}ur}, title = {SCR-Guided Difficulty-Aware Optimization for Infrared Small Target Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7181-7189} }
A Hybrid Data-Centric Framework for Thermal Multiple-Object Tracking with Complex Motion Patterns: Duong Nguyen-Ngoc Tran,

Long Hoang Pham,

Quoc Pham-Nam Ho,

Chi Dai Tran,

Ngoc Doan-Minh Huynh,

Huy-Hung Nguyen,

Jae Wook Jeon; [pdf] [supp]
[bibtex]
@InProceedings{Tran_2026_CVPR, author = {Tran, Duong Nguyen-Ngoc and Pham, Long Hoang and Ho, Quoc Pham-Nam and Tran, Chi Dai and Huynh, Ngoc Doan-Minh and Nguyen, Huy-Hung and Jeon, Jae Wook}, title = {A Hybrid Data-Centric Framework for Thermal Multiple-Object Tracking with Complex Motion Patterns}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7200-7209} }
ACCOR: Attention-Enhanced Complex-Valued Contrastive Learning for Occluded Object Classification Using mmWave Radar IQ Signals: Stefan Hägele,

Adam Misik,

Constantin Patsch,

Eckehard Steinbach; [pdf]
[bibtex]
@InProceedings{Hagele_2026_CVPR, author = {H\"agele, Stefan and Misik, Adam and Patsch, Constantin and Steinbach, Eckehard}, title = {ACCOR: Attention-Enhanced Complex-Valued Contrastive Learning for Occluded Object Classification Using mmWave Radar IQ Signals}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7082-7090} }
Lightweight and Robust Embedded Radar-based Gesture Recognition with Graph Neural Networks: Manon Dampfhoffer,

Umberto Pirovano,

Regis Chanal; [pdf]
[bibtex]
@InProceedings{Dampfhoffer_2026_CVPR, author = {Dampfhoffer, Manon and Pirovano, Umberto and Chanal, Regis}, title = {Lightweight and Robust Embedded Radar-based Gesture Recognition with Graph Neural Networks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7058-7066} }
DIRT-SR38: A Real Paired Cross-Sensor Thermal Sequence Dataset for Super-Resolution in Clinical Dynamic Infrared Thermography: Warre Clarys,

Simon Verspeek,

Thomas De Kerf,

Jan Verstockt,

Steve Vanlanduit,

Filip Thiessen,

Gunther Steenackers; [pdf]
[bibtex]
@InProceedings{Clarys_2026_CVPR, author = {Clarys, Warre and Verspeek, Simon and De Kerf, Thomas and Verstockt, Jan and Vanlanduit, Steve and Thiessen, Filip and Steenackers, Gunther}, title = {DIRT-SR38: A Real Paired Cross-Sensor Thermal Sequence Dataset for Super-Resolution in Clinical Dynamic Infrared Thermography}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7048-7057} }
4th Multi-Modal Aerial View Imagery Challenge: Translation - PBVS 2026: Leo Thomas Ramos,

Justice Wheelwright,

Oliver Nina,

Angel D. Sappa,

Erik Blasch; [pdf]
[bibtex]
@InProceedings{Ramos_2026_CVPR, author = {Ramos, Leo Thomas and Wheelwright, Justice and Nina, Oliver and Sappa, Angel D. and Blasch, Erik}, title = {4th Multi-Modal Aerial View Imagery Challenge: Translation - PBVS 2026}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7142-7151} }
5th Multi-modal Aerial View Imagery Challenge: Classification - PBVS 2026: Leo Thomas Ramos,

Justice Wheelwright,

Oliver Nina,

Angel D. Sappa,

Erik Blasch; [pdf]
[bibtex]
@InProceedings{Ramos_2026_CVPR, author = {Ramos, Leo Thomas and Wheelwright, Justice and Nina, Oliver and Sappa, Angel D. and Blasch, Erik}, title = {5th Multi-modal Aerial View Imagery Challenge: Classification - PBVS 2026}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {7152-7160} }