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

Showing 36313640 of 10420 papers

TitleStatusHype
Noisy Label Processing for Classification: A Survey0
Meta Invariance Defense Towards Generalizable Robustness to Unknown Adversarial Attacks0
Dendrites endow artificial neural networks with accurate, robust and parameter-efficient learning0
FACTUAL: A Novel Framework for Contrastive Learning Based Robust SAR Image Classification0
A Methodology to Study the Impact of Spiking Neural Network Parameters considering Event-Based Automotive Data0
Non-negative Subspace Feature Representation for Few-shot Learning in Medical Imaging0
A Novel Approach to Breast Cancer Histopathological Image Classification Using Cross-Colour Space Feature Fusion and Quantum-Classical Stack Ensemble Method0
Guarantees of confidentiality via Hammersley-Chapman-Robbins boundsCode0
Visual Concept Connectome (VCC): Open World Concept Discovery and their Interlayer Connections in Deep Models0
A noisy elephant in the room: Is your out-of-distribution detector robust to label noise?Code0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified