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 26812690 of 10420 papers

TitleStatusHype
Classification and reconstruction of spatially overlapping phase images using diffractive optical networks0
Classification Accuracy Improvement for Neuromorphic Computing Systems with One-level Precision Synapses0
A Comprehensive Review of Image Analysis Methods for Microorganism Counting: From Classical Image Processing to Deep Learning Approaches0
Classes Are Not Equal: An Empirical Study on Image Recognition Fairness0
Class Distance Weighted Cross Entropy Loss for Classification of Disease Severity0
A Novel Weight-Shared Multi-Stage CNN for Scale Robustness0
Adversarial Attacks to Direct Data-driven Control for Destabilization0
Effective Dimension Aware Fractional-Order Stochastic Gradient Descent for Convex Optimization Problems0
Effective Features of Remote Sensing Image Classification Using Interactive Adaptive Thresholding Method0
A Novel Vision Transformer with Residual in Self-attention for Biomedical Image Classification0
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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