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 8326–8350 of 10420 papers

Title	Date	Tasks	Status	Hype
Real-Time Correlation Tracking via Joint Model Compression and Transfer	Jul 23, 2019	Computational EfficiencyCPU	CodeCode Available	0
Few-shot Learning for Domain-specific Fine-grained Image Classification	Jul 23, 2019	ClassificationFew-Shot Learning	—Unverified	0
Compact Global Descriptor for Neural Networks	Jul 23, 2019	Audio ClassificationDeep Attention	CodeCode Available	0
Adaptive Regularization via Residual Smoothing in Deep Learning Optimization	Jul 23, 2019	Deep Learningimage-classification	—Unverified	0
mart mobile application to recognize tomato leaf diseases using Convolutional Neural Networks	Jul 22, 2019	Image Classificationobject-detection	—Unverified	0
MixConv: Mixed Depthwise Convolutional Kernels	Jul 22, 2019	AutoMLImage Classification	CodeCode Available	1
The Effect of Visual Design in Image Classification	Jul 22, 2019	ClassificationFeature Engineering	—Unverified	0
Automatic Radiology Report Generation based on Multi-view Image Fusion and Medical Concept Enrichment	Jul 22, 2019	DecoderDescriptive	—Unverified	0
Image Classification with Hierarchical Multigraph Networks	Jul 21, 2019	ClassificationGeneral Classification	CodeCode Available	0
Lookahead Optimizer: k steps forward, 1 step back	Jul 19, 2019	Image ClassificationMachine Translation	CodeCode Available	1
Data augmentation with Symbolic-to-Real Image Translation GANs for Traffic Sign Recognition	Jul 17, 2019	Autonomous DrivingData Augmentation	—Unverified	0
Subspace Inference for Bayesian Deep Learning	Jul 17, 2019	Bayesian InferenceDeep Learning	CodeCode Available	0
Single-bit-per-weight deep convolutional neural networks without batch-normalization layers for embedded systems	Jul 16, 2019	General Classificationimage-classification	CodeCode Available	0
Relation Network for Multi-label Aerial Image Classification	Jul 16, 2019	ClassificationGeneral Classification	CodeCode Available	0
Batch-Shaping for Learning Conditional Channel Gated Networks	Jul 15, 2019	image-classificationImage Classification	CodeCode Available	0
A study on the Interpretability of Neural Retrieval Models using DeepSHAP	Jul 15, 2019	image-classificationImage Classification	—Unverified	0
Discriminative Active Learning	Jul 15, 2019	Active LearningBinary Classification	CodeCode Available	0
Multiscale Principle of Relevant Information for Hyperspectral Image Classification	Jul 13, 2019	ClassificationDimensionality Reduction	CodeCode Available	0
Unsupervised Adversarial Attacks on Deep Feature-based Retrieval with GAN	Jul 12, 2019	image-classificationImage Classification	—Unverified	0
Sparse Networks from Scratch: Faster Training without Losing Performance	Jul 10, 2019	Image ClassificationSparse Learning	CodeCode Available	1
PhysGAN: Generating Physical-World-Resilient Adversarial Examples for Autonomous Driving	Jul 9, 2019	Autonomous DrivingImage Classification	—Unverified	0
Security for Distributed Deep Neural Networks Towards Data Confidentiality & Intellectual Property Protection	Jul 9, 2019	image-classificationImage Classification	—Unverified	0
Introduction to Camera Pose Estimation with Deep Learning	Jul 8, 2019	Camera Pose EstimationDeep Learning	—Unverified	0
Revisiting Metric Learning for Few-Shot Image Classification	Jul 6, 2019	ClassificationFew-Shot Image Classification	—Unverified	0
Towards Debugging Deep Neural Networks by Generating Speech Utterances	Jul 6, 2019	General Classificationimage-classification	CodeCode Available	0

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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