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 7151–7175 of 10420 papers

Title	Date	Tasks	Status	Hype
A Bag of Visual Words Model for Medical Image Retrieval	Jul 18, 2020	Content-Based Image Retrievalimage-classification	—Unverified	0
MIX'EM: Unsupervised Image Classification using a Mixture of Embeddings	Jul 18, 2020	ClassificationClustering	—Unverified	0
Deep Learning Based Brain Tumor Segmentation: A Survey	Jul 18, 2020	Brain Tumor SegmentationDeep Learning	CodeCode Available	1
OnlineAugment: Online Data Augmentation with Less Domain Knowledge	Jul 17, 2020	Data Augmentationimage-classification	CodeCode Available	1
Improving Object Detection with Selective Self-supervised Self-training	Jul 17, 2020	image-classificationImage Classification	—Unverified	0
Partial local entropy and anisotropy in deep weight spaces	Jul 17, 2020	image-classificationImage Classification	—Unverified	0
A Differential Game Theoretic Neural Optimizer for Training Residual Networks	Jul 17, 2020	image-classificationImage Classification	—Unverified	0
Impact of base dataset design on few-shot image classification	Jul 17, 2020	ClassificationFew-Shot Image Classification	—Unverified	0
Prioritized Multi-Criteria Federated Learning	Jul 17, 2020	Federated Learningimage-classification	—Unverified	0
A Technical Report for VIPriors Image Classification Challenge	Jul 17, 2020	ClassificationEnsemble Learning	—Unverified	0
Generative Pretraining from Pixels	Jul 17, 2020	Image ClassificationRepresentation Learning	CodeCode Available	2
OccamNet: A Fast Neural Model for Symbolic Regression at Scale	Jul 16, 2020	CPUGPU	CodeCode Available	1
On Robustness and Transferability of Convolutional Neural Networks	Jul 16, 2020	image-classificationImage Classification	CodeCode Available	1
Advances in Deep Learning for Hyperspectral Image Analysis--Addressing Challenges Arising in Practical Imaging Scenarios	Jul 16, 2020	Active LearningHyperspectral image analysis	—Unverified	0
Camera Bias in a Fine Grained Classification Task	Jul 16, 2020	ClassificationGeneral Classification	—Unverified	0
Layer-Wise Adaptive Updating for Few-Shot Image Classification	Jul 16, 2020	ClassificationFew-Shot Image Classification	—Unverified	0
HyperTune: Dynamic Hyperparameter Tuning For Efficient Distribution of DNN Training Over Heterogeneous Systems	Jul 16, 2020	Federated Learningimage-classification	—Unverified	0
Unsupervised machine learning via transfer learning and k-means clustering to classify materials image data	Jul 16, 2020	BIG-bench Machine LearningClustering	CodeCode Available	1
Data-Efficient Deep Learning Method for Image Classification Using Data Augmentation, Focal Cosine Loss, and Ensemble	Jul 15, 2020	Data Augmentationimage-classification	CodeCode Available	1
Focus-and-Expand: Training Guidance Through Gradual Manipulation of Input Features	Jul 15, 2020	image-classificationImage Classification	—Unverified	0
Concept Learners for Few-Shot Learning	Jul 14, 2020	Few-Shot LearningFine-Grained Image Classification	CodeCode Available	1
AQD: Towards Accurate Fully-Quantized Object Detection	Jul 14, 2020	Image ClassificationObject	CodeCode Available	1
Patch-wise Attack for Fooling Deep Neural Network	Jul 14, 2020	Adversarial AttackImage Classification	CodeCode Available	1
Pasadena: Perceptually Aware and Stealthy Adversarial Denoise Attack	Jul 14, 2020	Adversarial AttackCommon Sense Reasoning	—Unverified	0
Temporal Self-Ensembling Teacher for Semi-Supervised Object Detection	Jul 13, 2020	image-classificationImage Classification	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	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified