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 2091–2100 of 10420 papers

Title	Date	Tasks	Status	Hype
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	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