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 36713680 of 10420 papers

TitleStatusHype
Bayesian Federated Neural Matching that Completes Full Information0
Identifying Spurious Correlations and Correcting them with an Explanation-based Learning0
Local Magnification for Data and Feature Augmentation0
Probabilistic Deep Metric Learning for Hyperspectral Image ClassificationCode0
Federated Adaptive Prompt Tuning for Multi-Domain Collaborative LearningCode1
VCI-LSTM: Vector Choquet Integral-based Long Short-Term Memory0
Interpreting Bias in the Neural Networks: A Peek Into Representational Similarity0
Robust Deep Learning for Autonomous DrivingCode1
SA-DPSGD: Differentially Private Stochastic Gradient Descent based on Simulated Annealing0
EVA: Exploring the Limits of Masked Visual Representation Learning at ScaleCode0
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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