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 2076–2100 of 10420 papers

Title	Date	Tasks	Status	Hype
A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning	Jan 3, 2020	Continual Learningimage-classification	CodeCode Available	1
Automated Relational Meta-learning	Jan 3, 2020	Few-Shot Image Classificationimage-classification	CodeCode Available	1
Towards Accurate Post-training Network Quantization via Bit-Split and Stitching	Jan 1, 2020	CPUGPU	CodeCode Available	1
Understanding Contrastive Representation Learning through Geometry on the Hypersphere	Jan 1, 2020	Contrastive LearningDepth Estimation	CodeCode Available	1
Transductive Zero-Shot Learning for 3D Point Cloud Classification	Dec 16, 2019	3D Point Cloud ClassificationClassification	CodeCode Available	1
PolSF: PolSAR image dataset on San Francisco	Dec 16, 2019	image-classificationImage Classification	CodeCode Available	1
Image Classification with Deep Learning in the Presence of Noisy Labels: A Survey	Dec 11, 2019	General Classificationimage-classification	CodeCode Available	1
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty	Dec 5, 2019	Domain Generalizationimage-classification	CodeCode Available	1
Multi-Objective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification	Dec 3, 2019	ClassificationComputational Efficiency	CodeCode Available	1
High-parallelism Inception-like Spiking Neural Networks for Unsupervised Feature Learning	Dec 2, 2019	General ClassificationImage Classification	CodeCode Available	1
Addressing Failure Detection by Learning Model Confidence	Dec 1, 2019	image-classificationImage Classification	CodeCode Available	1
Transform-Invariant Convolutional Neural Networks for Image Classification and Search	Nov 28, 2019	ClassificationGeneral Classification	CodeCode Available	1
GhostNet: More Features from Cheap Operations	Nov 27, 2019	Image Classification	CodeCode Available	1
CSPNet: A New Backbone that can Enhance Learning Capability of CNN	Nov 27, 2019	AttributeImage Classification	CodeCode Available	1
Rigging the Lottery: Making All Tickets Winners	Nov 25, 2019	AllImage Classification	CodeCode Available	1
Universal Adversarial Robustness of Texture and Shape-Biased Models	Nov 23, 2019	Adversarial RobustnessImage Classification	CodeCode Available	1
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring	Nov 21, 2019	Image ClassificationSemi-Supervised Image Classification	CodeCode Available	1
Beyond Synthetic Noise: Deep Learning on Controlled Noisy Labels	Nov 21, 2019	Deep LearningImage Classification	CodeCode Available	1
General E(2)-Equivariant Steerable CNNs	Nov 19, 2019	Image Classification	CodeCode Available	1
Self-training with Noisy Student improves ImageNet classification	Nov 11, 2019	Data AugmentationGeneral Classification	CodeCode Available	1
Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation	Oct 30, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
A deep active learning system for species identification and counting in camera trap images	Oct 22, 2019	Active LearningDecision Making	CodeCode Available	1
Soft-Label Dataset Distillation and Text Dataset Distillation	Oct 6, 2019	Dataset DistillationData Summarization	CodeCode Available	1
Distilled Split Deep Neural Networks for Edge-Assisted Real-Time Systems	Oct 1, 2019	Edge-computingImage Classification	CodeCode Available	1
Addressing Failure Prediction by Learning Model Confidence	Oct 1, 2019	image-classificationImage 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