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 37813790 of 10420 papers

TitleStatusHype
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image SegmentationCode0
Dataset Condensation with Differentiable Siamese AugmentationCode0
Explaining Classifiers by Constructing Familiar ConceptsCode0
CNN Features off-the-shelf: an Astounding Baseline for RecognitionCode0
Identifying Transients in the Dark Energy Survey using Convolutional Neural NetworksCode0
Dataset Condensation Driven Machine UnlearningCode0
CNN-RNN: A Unified Framework for Multi-label Image ClassificationCode0
Explaining Domain Shifts in Language: Concept erasing for Interpretable Image ClassificationCode0
Explaining Image Classifiers by Counterfactual GenerationCode0
Identification of Stone Deterioration Patterns with Large Multimodal ModelsCode0
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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