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 36513660 of 10420 papers

TitleStatusHype
Cross-to-merge training with class balance strategy for learning with noisy labelsCode0
Computation and Communication Efficient Lightweighting Vertical Federated Learning for Smart Building IoT0
Heterogeneous Network Based Contrastive Learning Method for PolSAR Land Cover ClassificationCode0
Diverse Feature Learning by Self-distillation and Reset0
MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection0
MCNet: A crowd denstity estimation network based on integrating multiscale attention module0
The Bad Batches: Enhancing Self-Supervised Learning in Image Classification Through Representative Batch Curation0
The Impact of Uniform Inputs on Activation Sparsity and Energy-Latency Attacks in Computer VisionCode0
Multi-scale Unified Network for Image Classification0
Uncertainty-Aware SAR ATR: Defending Against Adversarial Attacks via Bayesian Neural Networks0
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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
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 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