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 25312540 of 10420 papers

TitleStatusHype
Approximated Prompt Tuning for Vision-Language Pre-trained Models0
Cluster-CAM: Cluster-Weighted Visual Interpretation of CNNs' Decision in Image Classification0
Double-Stage Feature-Level Clustering-Based Mixture of Experts Framework0
Conditional Classification: A Solution for Computational Energy Reduction0
ApproxDBN: Approximate Computing for Discriminative Deep Belief Networks0
Utilizing Dependence among Variables in Evolutionary Algorithms for Mixed-Integer Programming: A Case Study on Multi-Objective Constrained Portfolio Optimization0
Double Transfer Learning for Breast Cancer Histopathologic Image Classification0
Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference0
Do We Always Need the Simplicity Bias? Looking for Optimal Inductive Biases in the Wild0
Adversarial Incremental Learning0
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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