Are vision transformers always more robust than convolutional neural networks?

Are vision transformers always more robust than convolutional neural networks?

ग्रंथसूची विवरण
मुख्य लेखकों:	Pinto, F, Torr, P, Dokania, PK
स्वरूप:	Conference item
भाषा:	English
प्रकाशित:	NeurIPS 2021

समान संसाधन

An impartial take to the CNN vs transformer robustness contest
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प्रकाशित: (2022)

Adversarial Robustness of Vision Transformers Versus Convolutional Neural Networks
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प्रकाशित: (2024-01-01)

Mix-MaxEnt: improving accuracy and uncertainty estimates of deterministic neural networks
द्वारा: Pinto, F, और अन्य
प्रकाशित: (2021)

Mirror Descent view for Neural Network quantization
द्वारा: Ajanthan, T, और अन्य
प्रकाशित: (2021)

Using mixup as a regularizer can surprisingly improve accuracy and out-of-distribution robustness
द्वारा: Pinto, F, और अन्य
प्रकाशित: (2023)

Progressive skeletonization: trimming more fat from a network at initialization
द्वारा: de Jorge, P, और अन्य
प्रकाशित: (2020)

On using focal loss for neural network calibration
द्वारा: Mukhoti, J, और अन्य
प्रकाशित: (2020)

Improved modeling of human vision by incorporating robustness to blur in convolutional neural networks
द्वारा: Hojin Jang, और अन्य
प्रकाशित: (2024-03-01)

Calibrating deep neural networks using focal loss
द्वारा: Mukhoti, J, और अन्य
प्रकाशित: (2020)

Leaf condition analysis using convolutional neural network and vision transformer
द्वारा: Yong, Wai Chun, और अन्य
प्रकाशित: (2024)

Landslide Susceptibility Mapping by Fusing Convolutional Neural Networks and Vision Transformer
द्वारा: Shuai Bao, और अन्य
प्रकाशित: (2022-12-01)

Stable rank normalization for improved generalization in neural networks and GANs
द्वारा: Sanyal, A, और अन्य
प्रकाशित: (2020)

ROBUST VISION
द्वारा: Torr, P, और अन्य
प्रकाशित: (1994)

Proximal mean-field for neural network quantization
द्वारा: Ajanthan, T, और अन्य
प्रकाशित: (2020)

Design of an Always-On Image Sensor Using an Analog Lightweight Convolutional Neural Network
द्वारा: Jaihyuk Choi, और अन्य
प्रकाशित: (2020-05-01)

“Drawing has always been more than drawing”: Derrida and disegno
द्वारा: Laurence Simmons
प्रकाशित: (2010-11-01)

Evaluating Convolutional Neural Networks and Vision Transformers for Baby Cry Sound Analysis
द्वारा: Samir A. Younis, और अन्य
प्रकाशित: (2024-07-01)

Visual dialogue without vision or dialogue
द्वारा: Massiceti, D, और अन्य
प्रकाशित: (2018)

More than a whistle: Automated detection of marine sound sources with a convolutional neural network
द्वारा: Ellen L. White, और अन्य
प्रकाशित: (2022-10-01)

Exploring Vision Transformers and Convolution Neural Networks for the Thermal Image Classification of Volcanic Activity
द्वारा: Giuseppe Nunnari, और अन्य
प्रकाशित: (2025-02-01)

Comprehensive comparison between vision transformers and convolutional neural networks for face recognition tasks
द्वारा: Marcos Rodrigo, और अन्य
प्रकाशित: (2024-09-01)

CVTrack: Combined Convolutional Neural Network and Vision Transformer Fusion Model for Visual Tracking
द्वारा: Jian Wang, और अन्य
प्रकाशित: (2024-01-01)

Multispectral Plant Disease Detection with Vision Transformer–Convolutional Neural Network Hybrid Approaches
द्वारा: Malithi De Silva, और अन्य
प्रकाशित: (2023-10-01)

Plant-CNN-ViT: Plant Classification with Ensemble of Convolutional Neural Networks and Vision Transformer
द्वारा: Chin Poo Lee, और अन्य
प्रकाशित: (2023-07-01)

Comparing Vision Transformers and Convolutional Neural Networks for Image Classification: A Literature Review
द्वारा: José Maurício, और अन्य
प्रकाशित: (2023-04-01)

Assessing the Generalization Capacity of Convolutional Neural Networks and Vision Transformers for Deforestation Detection in Tropical Biomes
द्वारा: P. J. Soto Vega, और अन्य
प्रकाशित: (2024-11-01)

A Robust Fire Detection Model via Convolution Neural Networks for Intelligent Robot Vision Sensing
द्वारा: Qing An, और अन्य
प्रकाशित: (2022-04-01)

Efficient knowledge distillation for hybrid models: A vision transformer‐convolutional neural network to convolutional neural network approach for classifying remote sensing images
द्वारा: Huaxiang Song, और अन्य
प्रकाशित: (2024-09-01)

Comparative analysis of vision transformers and conventional convolutional neural networks in detecting referable diabetic retinopathy
द्वारा: Goh, Jocelyn Hui Lin, और अन्य
प्रकाशित: (2024)

Medical Image Retrieval Based on Ensemble Learning using Convolutional Neural Networks and Vision Transformers
द्वारा: Ahmed Yahya, और अन्य
प्रकाशित: (2022-09-01)

A Comparative Study of Vision Transformer and Convolutional Neural Network Models in Geological Fault Detection
द्वारा: Jing Wang, और अन्य
प्रकाशित: (2024-01-01)

Comparative Analysis of Vision Transformers and Conventional Convolutional Neural Networks in Detecting Referable Diabetic Retinopathy
द्वारा: Jocelyn Hui Lin Goh, BEng, और अन्य
प्रकाशित: (2024-11-01)

Optimizing Strawberry Disease and Quality Detection with Vision Transformers and Attention-Based Convolutional Neural Networks
द्वारा: Kimia Aghamohammadesmaeilketabforoosh, और अन्य
प्रकाशित: (2024-06-01)

Skin Lesion Segmentation Based on Vision Transformers and Convolutional Neural Networks—A Comparative Study
द्वारा: Yonis Gulzar, और अन्य
प्रकाशित: (2022-06-01)

Convolutional Neural Networks or Vision Transformers: Who Will Win the Race for Action Recognitions in Visual Data?
द्वारा: Oumaima Moutik, और अन्य
प्रकाशित: (2023-01-01)

A forest fire smoke detection model combining convolutional neural network and vision transformer
द्वारा: Ying Zheng, और अन्य
प्रकाशित: (2023-04-01)

A Comparative Evaluation between Convolutional Neural Networks and Vision Transformers for COVID-19 Detection
द्वारा: Saad I. Nafisah, और अन्य
प्रकाशित: (2023-03-01)

Gait-CNN-ViT: Multi-Model Gait Recognition with Convolutional Neural Networks and Vision Transformer
द्वारा: Jashila Nair Mogan, और अन्य
प्रकाशित: (2023-04-01)

A Lightweight Face Detector via Bi-Stream Convolutional Neural Network and Vision Transformer
द्वारा: Zekun Zhang, और अन्य
प्रकाशित: (2024-05-01)

Sample-dependent adaptive temperature scaling for improved calibration
द्वारा: Joy, T, और अन्य
प्रकाशित: (2023)