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 39013910 of 10420 papers

TitleStatusHype
Image Classification using Sequence of Pixels0
Capsule Network based Contrastive Learning of Unsupervised Visual RepresentationsCode1
Robust Collaborative Learning with Linear Gradient OverheadCode0
Mega: Moving Average Equipped Gated AttentionCode2
I2DFormer: Learning Image to Document Attention for Zero-Shot Image Classification0
HiFuse: Hierarchical Multi-Scale Feature Fusion Network for Medical Image ClassificationCode2
PicT: A Slim Weakly Supervised Vision Transformer for Pavement Distress ClassificationCode0
Dynamic Graph Message Passing Networks for Visual RecognitionCode1
Frequency Dropout: Feature-Level Regularization via Randomized Filtering0
CoV-TI-Net: Transferred Initialization with Modified End Layer for COVID-19 DiagnosisCode1
Show:102550
← PrevPage 391 of 1042Next →

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