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 24262450 of 10420 papers

TitleStatusHype
TActiLE: Tiny Active LEarning for wearable devices0
DS_FusionNet: Dynamic Dual-Stream Fusion with Bidirectional Knowledge Distillation for Plant Disease RecognitionCode0
Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications0
AGATE: Stealthy Black-box Watermarking for Multimodal Model Copyright Protection0
Hardware/Software Co-Design of RISC-V Extensions for Accelerating Sparse DNNs on FPGAs0
Swapped Logit Distillation via Bi-level Teacher AlignmentCode0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction0
DIVE: Inverting Conditional Diffusion Models for Discriminative TasksCode0
Dual-Individual Genetic Algorithm: A Dual-Individual Approach for Efficient Training of Multi-Layer Neural Networks0
Group Downsampling with Equivariant Anti-aliasingCode0
Disaggregated Deep Learning via In-Physics Computing at Radio Frequency0
A Diff-Attention Aware State Space Fusion Model for Remote Sensing ClassificationCode0
A Deep Bayesian Convolutional Spiking Neural Network-based CAD system with Uncertainty Quantification for Medical Images Classification0
An Effective Gram Matrix Characterizes Generalization in Deep Networks0
A Basic Evaluation of Neural Networks Trained with the Error Diffusion Learning Algorithm0
Trainable Quantum Neural Network for Multiclass Image Classification with the Power of Pre-trained Tree Tensor Networks0
Application of Sensitivity Analysis Methods for Studying Neural Network Models0
What Lurks Within? Concept Auditing for Shared Diffusion Models at Scale0
Dynamic 3D KAN Convolution with Adaptive Grid Optimization for Hyperspectral Image ClassificationCode0
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification0
Enhancing Multimodal In-Context Learning for Image Classification through Coreset Optimization0
Exploring Modality Guidance to Enhance VFM-based Feature Fusion for UDA in 3D Semantic Segmentation0
MAAM: A Lightweight Multi-Agent Aggregation Module for Efficient Image Classification Based on the MindSpore Framework0
Human-aligned Deep Learning: Explainability, Causality, and Biological Inspiration0
Feature Alignment and Representation Transfer in Knowledge Distillation for Large Language Models0
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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