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 22612270 of 10420 papers

TitleStatusHype
Bridging Lottery Ticket and Grokking: Understanding Grokking from Inner Structure of NetworksCode0
A Principled Hierarchical Deep Learning Approach to Joint Image Compression and Classification0
Addressing Weak Decision Boundaries in Image Classification by Leveraging Web Search and Generative Models0
TransXNet: Learning Both Global and Local Dynamics with a Dual Dynamic Token Mixer for Visual RecognitionCode2
Asymmetric Diffusion Based Channel-Adaptive Secure Wireless Semantic Communications0
RCKD: Response-Based Cross-Task Knowledge Distillation for Pathological Image Analysis0
DiffSpectralNet : Unveiling the Potential of Diffusion Models for Hyperspectral Image Classification0
Analyzing Vision Transformers for Image Classification in Class Embedding SpaceCode1
Rethinking Semi-Supervised Federated Learning: How to co-train fully-labeled and fully-unlabeled client imaging data0
Exploring Data Augmentations on Self-/Semi-/Fully- Supervised Pre-trained 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