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 521530 of 10419 papers

TitleStatusHype
A CT Image Classification Network Framework for Lung Tumors Based on Pre-trained MobileNetV2 Model and Transfer learning, And Its Application and Market Analysis in the Medical field0
A 1Mb mixed-precision quantized encoder for image classification and patch-based compression0
A New Perspective on Privacy Protection in Federated Learning with Granular-Ball ComputingCode0
Online Continual Learning: A Systematic Literature Review of Approaches, Challenges, and BenchmarksCode1
MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image ClassificationCode2
Comparison of Neural Models for X-ray Image Classification in COVID-19 Detection0
Discrete Wavelet Transform-Based Capsule Network for Hyperspectral Image Classification0
Planarian Neural Networks: Evolutionary Patterns from Basic Bilateria Shaping Modern Artificial Neural Network Architectures0
MedFocusCLIP : Improving few shot classification in medical datasets using pixel wise attention0
Dolphin: Closed-loop Open-ended Auto-research through Thinking, Practice, and Feedback0
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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