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 8951–8975 of 10420 papers

Title	Date	Tasks	Status	Hype
Iterative Reorganization with Weak Spatial Constraints: Solving Arbitrary Jigsaw Puzzles for Unsupervised Representation Learning	Dec 2, 2018	General Classificationimage-classification	CodeCode Available	1
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware	Dec 2, 2018	GPUImage Classification	CodeCode Available	2
GLoMo: Unsupervised Learning of Transferable Relational Graphs	Dec 1, 2018	image-classificationImage Classification	—Unverified	0
Modern Neural Networks Generalize on Small Data Sets	Dec 1, 2018	General Classificationimage-classification	—Unverified	0
Learning to Specialize with Knowledge Distillation for Visual Question Answering	Dec 1, 2018	General ClassificationGeneral Knowledge	—Unverified	0
MetaGAN: An Adversarial Approach to Few-Shot Learning	Dec 1, 2018	ClassificationFew-Shot Image Classification	—Unverified	0
Symbolic Graph Reasoning Meets Convolutions	Dec 1, 2018	image-classificationImage Classification	CodeCode Available	0
Thwarting Adversarial Examples: An L_0-Robust Sparse Fourier Transform	Dec 1, 2018	General Classificationimage-classification	—Unverified	0
Structure-Aware Convolutional Neural Networks	Dec 1, 2018	Action DetectionAction Recognition	CodeCode Available	0
Stochastic Training of Residual Networks: a Differential Equation Viewpoint	Dec 1, 2018	image-classificationImage Classification	—Unverified	0
Snapshot Distillation: Teacher-Student Optimization in One Generation	Dec 1, 2018	image-classificationImage Classification	—Unverified	0
Classifying a specific image region using convolutional nets with an ROI mask as input	Dec 1, 2018	General Classificationimage-classification	CodeCode Available	0
Modeling natural language emergence with integral transform theory and reinforcement learning	Nov 30, 2018	image-classificationImage Classification	CodeCode Available	0
On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent	Nov 30, 2018	image-classificationImage Classification	—Unverified	0
Graph-Based Global Reasoning Networks	Nov 30, 2018	Action ClassificationAction Recognition	CodeCode Available	0
Effective, Fast, and Memory-Efficient Compressed Multi-function Convolutional Neural Networks for More Accurate Medical Image Classification	Nov 29, 2018	General Classificationimage-classification	—Unverified	0
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness	Nov 29, 2018	Domain GeneralizationImage Classification	CodeCode Available	1
Generalized Coarse-to-Fine Visual Recognition with Progressive Training	Nov 29, 2018	image-classificationImage Classification	—Unverified	0
TEA-DNN: the Quest for Time-Energy-Accuracy Co-optimized Deep Neural Networks	Nov 29, 2018	General Classificationimage-classification	—Unverified	0
Unsupervised Meta-Learning For Few-Shot Image Classification	Nov 28, 2018	ClassificationFew-Shot Image Classification	—Unverified	0
Adversarial Attacks for Optical Flow-Based Action Recognition Classifiers	Nov 28, 2018	Action RecognitionAdversarial Attack	—Unverified	0
ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network	Nov 28, 2018	General Classificationimage-classification	CodeCode Available	0
Sequentially Aggregated Convolutional Networks	Nov 27, 2018	General Classificationimage-classification	CodeCode Available	0
Efficient non-uniform quantizer for quantized neural network targeting reconfigurable hardware	Nov 27, 2018	image-classificationImage Classification	—Unverified	0
Stochastic Gradient Push for Distributed Deep Learning	Nov 27, 2018	Deep LearningGeneral 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