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 1601–1625 of 10420 papers

TitleStatusHype
Coreset Selection for Object Detection—0
PM2: A New Prompting Multi-modal Model Paradigm for Few-shot Medical Image Classification—0
Exploring Explainability in Video Action Recognition—0
Fast Fishing: Approximating BAIT for Efficient and Scalable Deep Active Image ClassificationCode1
SpectralMamba: Efficient Mamba for Hyperspectral Image Classification—0
Convolutional neural network classification of cancer cytopathology images: taking breast cancer as an example—0
A Survey of Neural Network Robustness Assessment in Image Recognition—0
CopilotCAD: Empowering Radiologists with Report Completion Models and Quantitative Evidence from Medical Image Foundation Models—0
Learning to Classify New Foods Incrementally Via Compressed Exemplars—0
HGRN2: Gated Linear RNNs with State ExpansionCode2
Contrastive-Based Deep Embeddings for Label Noise-Resilient Histopathology Image ClassificationCode0
Improving Shift Invariance in Convolutional Neural Networks with Translation Invariant Polyphase SamplingCode0
Unveiling the potential of diffusion model-based framework with transformer for hyperspectral image classification—0
Differentiable Search for Finding Optimal Quantization Strategy—0
Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark—0
Lost in Translation: Modern Neural Networks Still Struggle With Small Realistic Image Transformations—0
Neural Optimizer Equation, Decay Function, and Learning Rate Schedule Joint EvolutionCode0
Accelerating Cardiac MRI Reconstruction with CMRatt: An Attention-Driven Approach—0
Evolving Efficient CNN Based Model for Image Classification—0
Variational Stochastic Gradient Descent for Deep Neural NetworksCode1
Using Few-Shot Learning to Classify Primary Lung Cancer and Other Malignancy with Lung Metastasis in Cytological Imaging via Endobronchial Ultrasound Procedures—0
Counterfactual Reasoning for Multi-Label Image Classification via Patching-Based TrainingCode0
On adversarial training and the 1 Nearest Neighbor classifierCode0
Quantum Circuit C^*-algebra Net—0
iVPT: Improving Task-relevant Information Sharing in Visual Prompt Tuning by Cross-layer Dynamic Connection—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
5DaViT-HTop 1 Accuracy90.2—Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 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