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 8676–8700 of 10420 papers

Title	Date	Tasks	Status	Hype
Adaptively Connected Neural Networks	Apr 7, 2019	Document ClassificationImage Classification	CodeCode Available	0
C2S2: Cost-aware Channel Sparse Selection for Progressive Network Pruning	Apr 6, 2019	channel selectionimage-classification	—Unverified	0
Split Batch Normalization: Improving Semi-Supervised Learning under Domain Shift	Apr 6, 2019	image-classificationImage Classification	—Unverified	0
Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours	Apr 5, 2019	General ClassificationGPU	CodeCode Available	0
Relation-Aware Global Attention for Person Re-identification	Apr 5, 2019	ClusteringImage Classification	CodeCode Available	0
A Hybrid Approach with Optimization and Metric-based Meta-Learner for Few-Shot Learning	Apr 4, 2019	Few-Shot LearningGeneral Classification	—Unverified	0
On Direct Distribution Matching for Adapting Segmentation Networks	Apr 4, 2019	Brain SegmentationDomain Adaptation	—Unverified	0
Active Transfer Learning Network: A Unified Deep Joint Spectral-Spatial Feature Learning Model For Hyperspectral Image Classification	Apr 4, 2019	Active LearningGeneral Classification	—Unverified	0
Video Classification with Channel-Separated Convolutional Networks	Apr 4, 2019	Action ClassificationAction Recognition	CodeCode Available	0
Understanding the efficacy, reliability and resiliency of computer vision techniques for malware detection and future research directions	Apr 3, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Hyperbolic Image Embeddings	Apr 3, 2019	Few-Shot LearningGeneral Classification	CodeCode Available	1
Correlation Congruence for Knowledge Distillation	Apr 3, 2019	Face Recognitionimage-classification	CodeCode Available	0
A Comprehensive Overhaul of Feature Distillation	Apr 3, 2019	General Classificationimage-classification	CodeCode Available	0
Exploring Randomly Wired Neural Networks for Image Recognition	Apr 2, 2019	Image ClassificationNeural Architecture Search	CodeCode Available	0
Looking back at Labels: A Class based Domain Adaptation Technique	Apr 2, 2019	Domain AdaptationImage Classification	CodeCode Available	0
Augmented Neural ODEs	Apr 2, 2019	Image Classification	CodeCode Available	1
C2AE: Class Conditioned Auto-Encoder for Open-set Recognition	Apr 2, 2019	ClassificationDecoder	—Unverified	0
Res2Net: A New Multi-scale Backbone Architecture	Apr 2, 2019	Image ClassificationInstance Segmentation	CodeCode Available	1
Significance-aware Information Bottleneck for Domain Adaptive Semantic Segmentation	Apr 1, 2019	Domain Adaptationimage-classification	—Unverified	0
Weakly Supervised Object Detection with Segmentation Collaboration	Apr 1, 2019	General Classificationimage-classification	—Unverified	0
Variational Adversarial Active Learning	Mar 31, 2019	Active Learningimage-classification	CodeCode Available	1
IMAE for Noise-Robust Learning: Mean Absolute Error Does Not Treat Examples Equally and Gradient Magnitude's Variance Matters	Mar 28, 2019	image-classificationImage Classification	CodeCode Available	1
Deep Convolutional Spiking Neural Networks for Image Classification	Mar 28, 2019	ClassificationGeneral Classification	—Unverified	0
Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning	Mar 28, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	0
Zero-shot Image Recognition Using Relational Matching, Adaptation and Calibration	Mar 27, 2019	Domain AdaptationGeneral Classification	—Unverified	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	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