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 2151–2175 of 10420 papers

Title	Date	Tasks	Status	Hype
Wasserstein Adversarial Examples via Projected Sinkhorn Iterations	Feb 21, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	1
Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting	Feb 20, 2019	Image ClassificationMeta-Learning	CodeCode Available	1
Simplifying Graph Convolutional Networks	Feb 19, 2019	Graph RegressionImage Classification	CodeCode Available	1
Evolutionary Neural AutoML for Deep Learning	Feb 18, 2019	AutoMLDeep Learning	CodeCode Available	1
Learning From Noisy Labels By Regularized Estimation Of Annotator Confusion	Feb 10, 2019	image-classificationImage Classification	CodeCode Available	1
Parameter-Efficient Transfer Learning for NLP	Feb 2, 2019	Image ClassificationText Classification	CodeCode Available	1
Maximum Likelihood with Bias-Corrected Calibration is Hard-To-Beat at Label Shift Adaptation	Jan 21, 2019	Diabetic Retinopathy DetectionDomain Adaptation	CodeCode Available	1
Class-Balanced Loss Based on Effective Number of Samples	Jan 16, 2019	Image ClassificationLong-tail Learning	CodeCode Available	1
A Comprehensive Survey on Graph Neural Networks	Jan 3, 2019	BIG-bench Machine Learningimage-classification	CodeCode Available	1
On Minimum Discrepancy Estimation for Deep Domain Adaptation	Jan 2, 2019	Domain AdaptationGeneral Classification	CodeCode Available	1
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning	Dec 26, 2018	image-classificationImage Classification	CodeCode Available	1
Semi-Supervised Deep Learning for Abnormality Classification in Retinal Images	Dec 19, 2018	Deep LearningGeneral Classification	CodeCode Available	1
Proximal Mean-field for Neural Network Quantization	Dec 11, 2018	Image ClassificationQuantization	CodeCode Available	1
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search	Dec 9, 2018	GPUImage Classification	CodeCode Available	1
Few-shot Object Detection via Feature Reweighting	Dec 5, 2018	Few-Shot LearningFew-Shot Object Detection	CodeCode Available	1
Bag of Tricks for Image Classification with Convolutional Neural Networks	Dec 4, 2018	Domain GeneralizationGeneral Classification	CodeCode Available	1
Efficient Attention: Attention with Linear Complexities	Dec 4, 2018	Depth EstimationExtractive Text Summarization	CodeCode Available	1
Iterative Reorganization with Weak Spatial Constraints: Solving Arbitrary Jigsaw Puzzles for Unsupervised Representation Learning	Dec 2, 2018	General Classificationimage-classification	CodeCode Available	1
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness	Nov 29, 2018	Domain GeneralizationImage Classification	CodeCode Available	1
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration	Nov 1, 2018	image-classificationImage Classification	CodeCode Available	1
Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells	Oct 25, 2018	Depth EstimationDepth Prediction	CodeCode Available	1
Shallow-Deep Networks: Understanding and Mitigating Network Overthinking	Oct 16, 2018	image-classificationImage Classification	CodeCode Available	1
Complementary-Label Learning for Arbitrary Losses and Models	Oct 10, 2018	General ClassificationImage Classification	CodeCode Available	1
SNIP: Single-shot Network Pruning based on Connection Sensitivity	Oct 4, 2018	Image ClassificationNetwork Pruning	CodeCode Available	1
Set Transformer: A Framework for Attention-based Permutation-Invariant Neural Networks	Oct 1, 2018	3D Shape RecognitionDecoder	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	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