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 1901–1925 of 10420 papers

Title	Date	Tasks	Status	Hype
Early-Learning Regularization Prevents Memorization of Noisy Labels	Jun 30, 2020	General ClassificationImage Classification	CodeCode Available	1
Learning to Combine Top-Down and Bottom-Up Signals in Recurrent Neural Networks with Attention over Modules	Jun 30, 2020	image-classificationImage Classification	CodeCode Available	1
Heteroskedastic and Imbalanced Deep Learning with Adaptive Regularization	Jun 29, 2020	Deep LearningImage Classification	CodeCode Available	1
The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network Architectures	Jun 29, 2020	image-classificationImage Classification	CodeCode Available	1
Image Classification by Reinforcement Learning with Two-State Q-Learning	Jun 28, 2020	ClassificationGeneral Classification	CodeCode Available	1
ULSAM: Ultra-Lightweight Subspace Attention Module for Compact Convolutional Neural Networks	Jun 26, 2020	Fine-Grained Image ClassificationGeneral Classification	CodeCode Available	1
Learning Data Augmentation with Online Bilevel Optimization for Image Classification	Jun 25, 2020	Bilevel OptimizationClassification	CodeCode Available	1
Deep Prototypical Networks with Hybrid Residual Attention for Hyperspectral Image Classification	Jun 25, 2020	ClassificationGeneral Classification	CodeCode Available	1
Normalized Loss Functions for Deep Learning with Noisy Labels	Jun 24, 2020	Deep LearningImage Classification	CodeCode Available	1
Learning Semantically Enhanced Feature for Fine-Grained Image Classification	Jun 24, 2020	ClassificationFine-Grained Image Classification	CodeCode Available	1
Blacklight: Scalable Defense for Neural Networks against Query-Based Black-Box Attacks	Jun 24, 2020	image-classificationImage Classification	CodeCode Available	1
Compositional Explanations of Neurons	Jun 24, 2020	image-classificationImage Classification	CodeCode Available	1
Calibration of Neural Networks using Splines	Jun 23, 2020	Decision Makingimage-classification	CodeCode Available	1
On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances and Million-AID	Jun 22, 2020	General ClassificationImage Classification	CodeCode Available	1
The color out of space: learning self-supervised representations for Earth Observation imagery	Jun 22, 2020	ColorizationDisease Prediction	CodeCode Available	1
Self-Knowledge Distillation with Progressive Refinement of Targets	Jun 22, 2020	image-classificationImage Classification	CodeCode Available	1
DO-Conv: Depthwise Over-parameterized Convolutional Layer	Jun 22, 2020	image-classificationImage Classification	CodeCode Available	1
FNA++: Fast Network Adaptation via Parameter Remapping and Architecture Search	Jun 21, 2020	image-classificationImage Classification	CodeCode Available	1
A Universal Representation Transformer Layer for Few-Shot Image Classification	Jun 21, 2020	ClassificationDomain Generalization	CodeCode Available	1
Paying more attention to snapshots of Iterative Pruning: Improving Model Compression via Ensemble Distillation	Jun 20, 2020	image-classificationImage Classification	CodeCode Available	1
Deep Polynomial Neural Networks	Jun 20, 2020	Conditional Image GenerationFace Identification	CodeCode Available	1
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition	Jun 20, 2020	Action ClassificationAction Recognition	CodeCode Available	1
Feature Interaction Interpretability: A Case for Explaining Ad-Recommendation Systems via Neural Interaction Detection	Jun 19, 2020	BIG-bench Machine Learningimage-classification	CodeCode Available	1
Overcoming Classifier Imbalance for Long-tail Object Detection with Balanced Group Softmax	Jun 18, 2020	image-classificationImage Classification	CodeCode Available	1
Tent: Fully Test-time Adaptation by Entropy Minimization	Jun 18, 2020	Domain AdaptationGeneral Classification	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