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 5201–5225 of 10420 papers

Title	Date	Tasks	Status	Hype
Addressing out-of-distribution label noise in webly-labelled data	Oct 26, 2021	image-classificationImage Classification	—Unverified	0
Defensive Tensorization	Oct 26, 2021	Audio ClassificationClassification	—Unverified	0
VAC-CNN: A Visual Analytics System for Comparative Studies of Deep Convolutional Neural Networks	Oct 25, 2021	image-classificationImage Classification	—Unverified	0
MUSE: Feature Self-Distillation with Mutual Information and Self-Information	Oct 25, 2021	image-classificationImage Classification	—Unverified	0
ZerO Initialization: Initializing Neural Networks with only Zeros and Ones	Oct 25, 2021	Image Classification	CodeCode Available	1
Instance-Conditional Knowledge Distillation for Object Detection	Oct 25, 2021	Image ClassificationKnowledge Distillation	CodeCode Available	1
Progressively Select and Reject Pseudo-labelled Samples for Open-Set Domain Adaptation	Oct 25, 2021	Domain Adaptationimage-classification	—Unverified	0
Some like it tough: Improving model generalization via progressively increasing the training difficulty	Oct 25, 2021	image-classificationImage Classification	CodeCode Available	0
Exploring Gradient Flow Based Saliency for DNN Model Compression	Oct 24, 2021	Denoisingimage-classification	CodeCode Available	0
Generalized Resubstitution for Classification Error Estimation	Oct 23, 2021	Classificationimage-classification	—Unverified	0
MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels	Oct 23, 2021	Decoderimage-classification	CodeCode Available	1
Attend and Guide (AG-Net): A Keypoints-driven Attention-based Deep Network for Image Recognition	Oct 23, 2021	Fine-Grained Image RecognitionImage Classification	CodeCode Available	0
Game of Gradients: Mitigating Irrelevant Clients in Federated Learning	Oct 23, 2021	Federated Learningimage-classification	CodeCode Available	0
A Simple Baseline for Low-Budget Active Learning	Oct 22, 2021	Active Learningimage-classification	CodeCode Available	1
Federated Unlearning via Class-Discriminative Pruning	Oct 22, 2021	Federated Learningimage-classification	CodeCode Available	0
PropMix: Hard Sample Filtering and Proportional MixUp for Learning with Noisy Labels	Oct 22, 2021	Image ClassificationImage Classification with Label Noise	CodeCode Available	0
Recurrence along Depth: Deep Convolutional Neural Networks with Recurrent Layer Aggregation	Oct 22, 2021	image-classificationImage Classification	CodeCode Available	1
Logical Activation Functions: Logit-space equivalents of Probabilistic Boolean Operators	Oct 22, 2021	Compositional Zero-Shot Learningimage-classification	—Unverified	0
Sinkformers: Transformers with Doubly Stochastic Attention	Oct 22, 2021	Image Classification	CodeCode Available	1
GCCN: Global Context Convolutional Network	Oct 22, 2021	Few-Shot Image ClassificationFew-Shot Learning	—Unverified	0
Signature-Graph Networks	Oct 22, 2021	image-classificationImage Classification	—Unverified	0
EnGraf-Net: Multiple Granularity Branch Network with Fine-Coarse Graft Grained for Classification Task	Oct 21, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	0
FedGEMS: Federated Learning of Larger Server Models via Selective Knowledge Fusion	Oct 21, 2021	Federated Learningimage-classification	—Unverified	0
Grafting Transformer on Automatically Designed Convolutional Neural Network for Hyperspectral Image Classification	Oct 21, 2021	ClassificationHyperspectral Image Classification	CodeCode Available	1
Improving the Deployment of Recycling Classification through Efficient Hyper-Parameter Analysis	Oct 21, 2021	ClassificationData Augmentation	—Unverified	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