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 25612570 of 10420 papers

TitleStatusHype
Pathological Prior-Guided Multiple Instance Learning For Mitigating Catastrophic Forgetting in Breast Cancer Whole Slide Image Classification0
Data-Free Black-Box Federated Learning via Zeroth-Order Gradient Estimation0
Feature-EndoGaussian: Feature Distilled Gaussian Splatting in Surgical Deformable Scene Reconstruction0
Disrupting Model Merging: A Parameter-Level Defense Without Sacrificing Accuracy0
AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning0
Randomized based restricted kernel machine for hyperspectral image classification0
Sharpness-Aware Minimization: General Analysis and Improved RatesCode0
Measurement noise scaling laws for cellular representation learningCode0
Remote Sensing Image Classification Using Convolutional Neural Network (CNN) and Transfer Learning Techniques0
Mamba base PKD for efficient knowledge compression0
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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