SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 651–675 of 10419 papers

TitleStatusHype
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification—0
Assessing the performance of CT image denoisers using Laguerre-Gauss Channelized Hotelling Observer for lesion detection—0
Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data—0
Multi-Level Correlation Network For Few-Shot Image ClassificationCode0
Synergistic Development of Perovskite Memristors and Algorithms for Robust Analog Computing—0
Mixture of Physical Priors Adapter for Parameter-Efficient Fine-Tuning—0
GenMix: Effective Data Augmentation with Generative Diffusion Model Image Editing—0
Lean classical-quantum hybrid neural network model for image classification—0
Active Learning via Classifier Impact and Greedy Selection for Interactive Image RetrievalCode0
Saliency Maps Give a False Sense of Explanability to Image Classifiers: An Empirical Evaluation across Methods and MetricsCode0
Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models—0
Explaining the Unexplained: Revealing Hidden Correlations for Better Interpretability—0
Class Distance Weighted Cross Entropy Loss for Classification of Disease Severity—0
PROFIT: A Specialized Optimizer for Deep Fine Tuning—0
Towards Privacy-Preserving Medical Imaging: Federated Learning with Differential Privacy and Secure Aggregation Using a Modified ResNet Architecture—0
2DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image ClassificationCode2
Token Cropr: Faster ViTs for Quite a Few TasksCode1
SPF-Net: Solar panel fault detection using U-Net based deep learning image classification—0
Curriculum Fine-tuning of Vision Foundation Model for Medical Image Classification Under Label Noise—0
Contextual Checkerboard Denoise -- A Novel Neural Network-Based Approach for Classification-Aware OCT Image DenoisingCode0
On the Performance Analysis of Momentum Method: A Frequency Domain PerspectiveCode1
FairDD: Fair Dataset Distillation via Synchronized Matching—0
Sparse Attention Vectors: Generative Multimodal Model Features Are Discriminative Vision-Language Classifiers—0
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image CollectionsCode1
MVFormer: Diversifying Feature Normalization and Token Mixing for Efficient Vision Transformers—0
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All datasetsImageNetCIFAR-10CIFAR-100STL-10ObjectNetMNISTSVHNiNaturalist 2018ImageNet ReaLFlowers-102Clothing1Mmini WebVision 1.0

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91—Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98—Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94—Unverified
4DaViT-GTop 1 Accuracy90.4—Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2—Unverified
6DaViT-HTop 1 Accuracy90.2—Unverified
7SwinV2-GTop 1 Accuracy90.17—Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1—Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05—Unverified
10RevCol-HTop 1 Accuracy90—Unverified