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 34313440 of 10420 papers

TitleStatusHype
Centroid-based deep metric learning for speaker recognition0
An Out-of-the-box Full-network Embedding for Convolutional Neural Networks0
AnaXNet: Anatomy Aware Multi-label Finding Classification in Chest X-ray0
Centroid Transformers: Learning to Abstract with Attention0
Efficient Hyperparameter Importance Assessment for CNNs0
Agnostic Multi-Robust Learning Using ERM0
Feature Density Estimation for Out-of-Distribution Detection via Normalizing Flows0
Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model0
Feature Embedding by Template Matching as a ResNet Block0
Diagram Image Retrieval using Sketch-Based Deep Learning and Transfer 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