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 661670 of 10419 papers

TitleStatusHype
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural NetworkCode1
Stateful ODE-Nets using Basis Function ExpansionsCode1
Combating noisy labels by agreement: A joint training method with co-regularizationCode1
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional NetworksCode1
Anytime Dense Prediction with Confidence AdaptivityCode1
Confidence-aware multi-modality learning for eye disease screeningCode1
An Empirical Investigation of Representation Learning for ImitationCode1
An Empirical Investigation of the Role of Pre-training in Lifelong LearningCode1
Domain Prompt Learning for Efficiently Adapting CLIP to Unseen DomainsCode1
Contextual Diversity for Active LearningCode1
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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
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