Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1026–1050 of 10419 papers

Title	Date	Tasks	Status	Hype
Contrast to Divide: Self-Supervised Pre-Training for Learning with Noisy Labels	Mar 25, 2021	Image ClassificationLearning with noisy labels	CodeCode Available	1
Contrastive Masked Autoencoders are Stronger Vision Learners	Jul 27, 2022	Contrastive LearningDecoder	CodeCode Available	1
Controllable Orthogonalization in Training DNNs	Apr 2, 2020	image-classificationImage Classification	CodeCode Available	1
Contrastive Losses Are Natural Criteria for Unsupervised Video Summarization	Nov 18, 2022	Diversityimage-classification	CodeCode Available	1
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare Records	Jan 25, 2020	Disease PredictionGeneral Classification	CodeCode Available	1
Contrastive Learning Improves Model Robustness Under Label Noise	Apr 19, 2021	Contrastive Learningimage-classification	CodeCode Available	1
Contrastive Learning of Generalized Game Representations	Jun 18, 2021	Contrastive LearningImage Classification	CodeCode Available	1
Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding	Jun 15, 2023	Contrastive Learningimage-classification	CodeCode Available	1
ConTNet: Why not use convolution and transformer at the same time?	Apr 27, 2021	image-classificationImage Classification	CodeCode Available	1
Contrastive Deep Supervision	Jul 12, 2022	Contrastive LearningFine-Grained Image Classification	CodeCode Available	1
Contrastive Learning of Medical Visual Representations from Paired Images and Text	Oct 2, 2020	Contrastive LearningDescriptive	CodeCode Available	1
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse Data	Apr 8, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Adapting Grad-CAM for Embedding Networks	Jan 17, 2020	Image Captioningimage-classification	CodeCode Available	1
Continual Learning Using a Kernel-Based Method Over Foundation Models	Dec 20, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
A survey on attention mechanisms for medical applications: are we moving towards better algorithms?	Apr 26, 2022	image-classificationImage Classification	CodeCode Available	1
Algorithm-hardware Co-design for Deformable Convolution	Feb 19, 2020	image-classificationImage Classification	CodeCode Available	1
Continual Hippocampus Segmentation with Transformers	Apr 17, 2022	Continual LearningHippocampus	CodeCode Available	1
Continual Learning with Scaled Gradient Projection	Feb 2, 2023	Continual Learningimage-classification	CodeCode Available	1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks	Feb 4, 2023	Adversarial AttackAdversarial Robustness	CodeCode Available	1
Curriculum Labeling: Revisiting Pseudo-Labeling for Semi-Supervised Learning	Jan 16, 2020	Image Classification	CodeCode Available	1
Contextual Convolutional Neural Networks	Aug 17, 2021	Generative Adversarial Networkimage-classification	CodeCode Available	1
Contextual Diversity for Active Learning	Aug 13, 2020	Active LearningDiversity	CodeCode Available	1
Content-aware Token Sharing for Efficient Semantic Segmentation with Vision Transformers	Jun 3, 2023	Computational Efficiencyimage-classification	CodeCode Available	1
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification	Jun 20, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Conformer: Local Features Coupling Global Representations for Visual Recognition	May 9, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	RevCol-H	Top 1 Accuracy	90	—	Unverified