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CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis

27 April 2025

Alexander Studier-Fischer

Papers citing "CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis"

33 / 33 papers shown

Title
Hyperspectral Vision Transformers for Greenhouse Gas Estimations from Space Ruben Gonzalez Avilés L. Scheibenreif Nassim Ait Ali Braham Benedikt Blumenstiel Thomas Brunschwiler ... Damian Borth C. Albrecht P. Fraccaro Devyani Lambhate Johannes Jakubik 27 1 0 23 Apr 2025
HyperFree: A Channel-adaptive and Tuning-free Foundation Model for Hyperspectral Remote Sensing Imagery Jingtao Li Yunxing Liu Xinyu Wang Yunning Peng Chen Sun ... Tian Ke Xiao Jiang Tangwei Lu Anran Zhao Yanfei Zhong VLM 90 1 0 27 Mar 2025
HS3-Bench: A Benchmark and Strong Baseline for Hyperspectral Semantic Segmentation in Driving Scenarios Nick Theisen Robin Bartsch Dietrich Paulus Peer Neubert 76 4 0 17 Sep 2024
SpectralEarth: Training Hyperspectral Foundation Models at Scale Nassim Ait Ali Braham C. Albrecht Julien Mairal J. Chanussot Yi Wang X. Zhu 74 15 0 15 Aug 2024
SpectralGPT: Spectral Remote Sensing Foundation Model Danfeng Hong Bing Zhang Xuyang Li Yuxuan Li Chenyu Li ... Xiuping Jia Antonio J. Plaza Paolo Gamba J. Benediktsson J. Chanussot 87 419 0 13 Nov 2023
SS-MAE: Spatial-Spectral Masked Auto-Encoder for Multi-Source Remote Sensing Image Classification Junyan Lin Feng Gao Xiaochen Shi Junyu Dong Q. Du 74 52 0 08 Nov 2023
HySpecNet-11k: A Large-Scale Hyperspectral Dataset for Benchmarking Learning-Based Hyperspectral Image Compression Methods Martin Hermann Paul Fuchs Begüm Demir 21 20 0 01 Jun 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 364 3,489 0 14 Apr 2023
EVA-02: A Visual Representation for Neon Genesis Yuxin Fang Quan-Sen Sun Xinggang Wang Tiejun Huang Xinlong Wang Yue Cao VLM ViT CLIP 106 286 0 20 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 429 4,641 0 30 Jan 2023
Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture Mahmoud Assran Quentin Duval Ishan Misra Piotr Bojanowski Pascal Vincent Michael G. Rabbat Yann LeCun Nicolas Ballas SSL AI4TS MDE 85 360 0 19 Jan 2023
A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends Jie Gui Tuo Chen Jing Zhang Qiong Cao Zhe Sun Haoran Luo Dacheng Tao 182 151 0 13 Jan 2023
Wavelength-aware 2D Convolutions for Hyperspectral Imaging Leon Amadeus Varga Martin Messmer Nuri Benbarka A. Zell 42 4 0 05 Sep 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery Yezhen Cong Samarth Khanna Chenlin Meng Patrick Liu Erik Rozi Yutong He Marshall Burke David B. Lobell Stefano Ermon ViT 71 275 0 17 Jul 2022
Vision Transformer Adapter for Dense Predictions Zhe Chen Yuchen Duan Wenhai Wang Junjun He Tong Lu Jifeng Dai Yu Qiao 136 567 0 17 May 2022
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 255 2,379 0 02 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 470 7,819 0 11 Nov 2021
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers Danfeng Hong Zhu Han Jing Yao Lianru Gao Bing Zhang Antonio J. Plaza Jocelyn Chanussot ViT 63 901 0 07 Jul 2021
Video-rate multispectral imaging in laparoscopic surgery: First-in-human application Leonardo Ayala Sebastian J. Wirkert A. Vemuri T. Adler Silvia Seidlitz Sebastian Pirmann C. Engels D. Teber Lena Maier-Hein 49 25 0 28 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 153 944 0 11 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 708 6,127 0 29 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 463 21,564 0 25 Mar 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 670 41,430 0 22 Oct 2020
Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains Matthew Tancik Pratul P. Srinivasan B. Mildenhall Sara Fridovich-Keil N. Raghavan Utkarsh Singhal R. Ramamoorthi Jonathan T. Barron Ren Ng 124 2,440 0 18 Jun 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 611 4,905 0 23 Jan 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 210 12,121 0 13 Nov 2019
Cascaded Recurrent Neural Networks for Hyperspectral Image Classification Renlong Hang Qingshan Liu Danfeng Hong Pedram Ghamisi 39 632 0 28 Feb 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Unified Perceptual Parsing for Scene Understanding Tete Xiao Yingcheng Liu Bolei Zhou Yuning Jiang Jian Sun OCL VOS 195 1,895 0 26 Jul 2018
Beyond RGB: Very High Resolution Urban Remote Sensing With Multimodal Deep Networks Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre 90 516 0 23 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,363 0 12 Jun 2017
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 1.1K 11,644 0 06 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015