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 171180 of 10419 papers

TitleStatusHype
Biomed-DPT: Dual Modality Prompt Tuning for Biomedical Vision-Language ModelsCode0
Direct Image Classification from Fourier Ptychographic Microscopy Measurements without Reconstruction0
Threshold Modulation for Online Test-Time Adaptation of Spiking Neural NetworksCode0
ORXE: Orchestrating Experts for Dynamically Configurable Efficiency0
FRAIN to Train: A Fast-and-Reliable Solution for Decentralized Federated LearningCode0
Label-efficient Single Photon Images Classification via Active Learning0
Enhancing Glass Defect Detection with Diffusion Models: Addressing Imbalanced Datasets in Manufacturing Quality Control0
seq-JEPA: Autoregressive Predictive Learning of Invariant-Equivariant World Models0
Comparative Analysis of Lightweight Deep Learning Models for Memory-Constrained Devices0
Bayesian Robust Aggregation for Federated LearningCode0
Show:102550
← PrevPage 18 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
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