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 8476–8500 of 10420 papers

Title	Date	Tasks	Status
Particle Swarm Optimisation for Evolving Deep Neural Networks for Image Classification by Evolving and Stacking Transferable Blocks	Jul 29, 2019	ClassificationGeneral Classification	—Unverified
MoBiNet: A Mobile Binary Network for Image Classification	Jul 29, 2019	BinarizationClassification	—Unverified
Forced Spatial Attention for Driver Foot Activity Classification	Jul 27, 2019	ClassificationGeneral Classification	CodeCode Available
Context-Aware Multipath Networks	Jul 26, 2019	Image Classification	—Unverified
Memory- and Communication-Aware Model Compression for Distributed Deep Learning Inference on IoT	Jul 26, 2019	image-classificationImage Classification	—Unverified
On the Design of Black-box Adversarial Examples by Leveraging Gradient-free Optimization and Operator Splitting Method	Jul 26, 2019	Adversarial AttackBayesian Optimization	CodeCode Available
DCT-CompCNN: A Novel Image Classification Network Using JPEG Compressed DCT Coefficients	Jul 26, 2019	General Classificationimage-classification	—Unverified
MultiDepth: Single-Image Depth Estimation via Multi-Task Regression and Classification	Jul 25, 2019	Autonomous VehiclesClassification	CodeCode Available
A Group-Theoretic Framework for Data Augmentation	Jul 25, 2019	Data AugmentationImage Classification	CodeCode Available
Synthetic Augmentation and Feature-based Filtering for Improved Cervical Histopathology Image Classification	Jul 24, 2019	Data AugmentationGeneral Classification	—Unverified
Trading via Image Classification	Jul 23, 2019	ClassificationGeneral Classification	CodeCode Available
Real-Time Correlation Tracking via Joint Model Compression and Transfer	Jul 23, 2019	Computational EfficiencyCPU	CodeCode Available
Compact Global Descriptor for Neural Networks	Jul 23, 2019	Audio ClassificationDeep Attention	CodeCode Available
Adaptive Regularization via Residual Smoothing in Deep Learning Optimization	Jul 23, 2019	Deep Learningimage-classification	—Unverified
Few-shot Learning for Domain-specific Fine-grained Image Classification	Jul 23, 2019	ClassificationFew-Shot Learning	—Unverified
Automatic Radiology Report Generation based on Multi-view Image Fusion and Medical Concept Enrichment	Jul 22, 2019	DecoderDescriptive	—Unverified
mart mobile application to recognize tomato leaf diseases using Convolutional Neural Networks	Jul 22, 2019	Image Classificationobject-detection	—Unverified
The Effect of Visual Design in Image Classification	Jul 22, 2019	ClassificationFeature Engineering	—Unverified
Image Classification with Hierarchical Multigraph Networks	Jul 21, 2019	ClassificationGeneral Classification	CodeCode Available
Data augmentation with Symbolic-to-Real Image Translation GANs for Traffic Sign Recognition	Jul 17, 2019	Autonomous DrivingData Augmentation	—Unverified
Subspace Inference for Bayesian Deep Learning	Jul 17, 2019	Bayesian InferenceDeep Learning	CodeCode Available
Single-bit-per-weight deep convolutional neural networks without batch-normalization layers for embedded systems	Jul 16, 2019	General Classificationimage-classification	CodeCode Available
Relation Network for Multi-label Aerial Image Classification	Jul 16, 2019	ClassificationGeneral Classification	CodeCode Available
Discriminative Active Learning	Jul 15, 2019	Active LearningBinary Classification	CodeCode Available
A study on the Interpretability of Neural Retrieval Models using DeepSHAP	Jul 15, 2019	image-classificationImage Classification	—Unverified

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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	RevCol-H	Top 1 Accuracy	90	—	Unverified