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 92769300 of 10420 papers

TitleStatusHype
Capsule Networks against Medical Imaging Data ChallengesCode0
Input-gradient space particle inference for neural network ensemblesCode0
Input Invex Neural NetworkCode0
A Baseline for Few-Shot Image ClassificationCode0
CapsuleGAN: Generative Adversarial Capsule NetworkCode0
Can we learn better with hard samples?Code0
PICASO: Permutation-Invariant Cascaded Attentional Set OperatorCode0
DetNet: A Backbone network for Object DetectionCode0
Picking Up Quantization Steps for Compressed Image ClassificationCode0
Multimodal Structure-Aware Quantum Data ProcessingCode0
Instance-based Label Smoothing For Better Calibrated Classification NetworksCode0
DetNAS: Backbone Search for Object DetectionCode0
Detection of healthy and diseased crops in drone captured images using Deep LearningCode0
Instance Enhancement Batch Normalization: an Adaptive Regulator of Batch NoiseCode0
Detecting Shortcuts in Medical Images -- A Case Study in Chest X-raysCode0
Detecting Out-of-Distribution Inputs in Deep Neural Networks Using an Early-Layer OutputCode0
Instance-dependent Label Distribution Estimation for Learning with Label NoiseCode0
Instance Temperature Knowledge DistillationCode0
Multimodal Task-Driven Dictionary Learning for Image ClassificationCode0
Instilling Inductive Biases with SubnetworksCode0
Are LSTMs Good Few-Shot Learners?Code0
Rethinking Label Smoothing on Multi-hop Question AnsweringCode0
Detecting floodwater on roadways from image data with handcrafted features and deep transfer learningCode0
PicT: A Slim Weakly Supervised Vision Transformer for Pavement Distress ClassificationCode0
Can Score-Based Generative Modeling Effectively Handle Medical Image Classification?Code0
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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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified