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 33813390 of 10420 papers

TitleStatusHype
PUDD: Towards Robust Multi-modal Prototype-based Deepfake Detection0
This actually looks like that: Proto-BagNets for local and global interpretability-by-designCode0
DiffExplainer: Unveiling Black Box Models Via Counterfactual GenerationCode0
Communication-Efficient Adaptive Batch Size Strategies for Distributed Local Gradient Methods0
Boosting Hyperspectral Image Classification with Gate-Shift-Fuse Mechanisms in a Novel CNN-Transformer Approach0
Adaptive Adversarial Cross-Entropy Loss for Sharpness-Aware MinimizationCode0
CNN Based Flank Predictor for Quadruped Animal Species0
Certification for Differentially Private Prediction in Gradient-Based TrainingCode0
Modeling & Evaluating the Performance of Convolutional Neural Networks for Classifying Steel Surface Defects0
Putting GPT-4o to the Sword: A Comprehensive Evaluation of Language, Vision, Speech, and Multimodal Proficiency0
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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