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International Journal of Computer Vision

International Journal of Computer Vision (IJCV) details the science and engineering of this rapidly growing field. Regular articles present major technical advances of broad general interest. Survey articles offer critical reviews of the state of the art and/or tutorial presentations of pertinent topics.

Coverage includes:

- Mathematical, physical and computational aspects of computer vision: image formation, processing, analysis, and interpretation; machine learning techniques; statistical approaches; sensors.

- Applications: image-based rendering, computer graphics, robotics, photo interpretation, image retrieval, video analysis and annotation, multi-media, and more.

- Connections with human perception: computational and architectural aspects of human vision.

The journal also features book reviews, position papers, editorials by leading scientific figures, as well as additional on-line material, such as still images, video sequences, data sets, and software. Please note: the median time indicated below is computed over all the submitted manuscripts including the ones that are not put into the review pipeline at the onset of the review process. The typical time to first decision for manuscripts is approximately 96 days.  

• Yasuyuki Matsushita,
• Jiri Matas,
• Svetlana Lazebnik

Latest issue

Volume 132, Issue 5

Latest articles

Design and analysis of efficient attention in transformers for social group activity recognition.

• Masato Tamura

3D-MuPPET: 3D Multi-Pigeon Pose Estimation and Tracking

• Urs Waldmann
• Alex Hoi Hang Chan
• Fumihiro Kano

Towards Diverse Binary Segmentation via a Simple yet General Gated Network

• Xiaoqi Zhao
• Youwei Pang

Physics-Driven Spectrum-Consistent Federated Learning for Palmprint Verification

• Ziyuan Yang
• Andrew Beng Jin Teoh

L3AM: Linear Adaptive Additive Angular Margin Loss for Video-Based Hand Gesture Authentication

• Wenwei Song
• Wenxiong Kang

Journal updates

Special issue guidelines.

Guidelines for IJCV special issue papers and proposals

Call for Papers: Special Issue on Biometrics Security and Privacy

Guest editors:  Jun Wan, Sergio Escalera, Arun Ross, Philip Torr Submission deadline: extended to 15 September 2023

Call for Papers: Special Issue on Open-World Visual Recognition

Guest editors:  Zhun Zhong, Hong Liu, Yin Cui, Shin'ichi Satoh, Nicu Sebe, Ming-Hsuan Yang Submission deadline:  extended to 15 December 2023

Call for Papers: Special Issue on Computer Vision Approaches for Animal Tracking and Modeling 2023

Guest editors:  Anna Zamansky, Helge Rhodin, Silvia Zuffi, Hyun Soo Park, Sara Beery, Angjoo Kanazawa, Shohei Nobuhara Submission deadline:  31 August 2023

Journal information

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• Current Contents/Engineering, Computing and Technology
• EI Compendex
• Google Scholar
• Japanese Science and Technology Agency (JST)
• Norwegian Register for Scientific Journals and Series
• OCLC WorldCat Discovery Service
• Science Citation Index Expanded (SCIE)
• TD Net Discovery Service
• UGC-CARE List (India)

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Join the community, computer vision, semantic segmentation.

Tumor Segmentation

Panoptic Segmentation

3D Semantic Segmentation

Weakly-Supervised Semantic Segmentation

Representation learning.

Disentanglement

Graph representation learning, sentence embeddings.

Network Embedding

Classification.

Text Classification

Graph Classification

Audio Classification

Medical Image Classification

Object detection.

3D Object Detection

Real-Time Object Detection

RGB Salient Object Detection

Few-Shot Object Detection

Image classification.

Out of Distribution (OOD) Detection

Few-Shot Image Classification

Fine-Grained Image Classification

Semi-Supervised Image Classification

2d object detection.

Edge Detection

Thermal image segmentation.

Open Vocabulary Object Detection

Reinforcement learning (rl), off-policy evaluation, multi-objective reinforcement learning, 3d point cloud reinforcement learning, deep hashing, table retrieval, domain adaptation.

Unsupervised Domain Adaptation

Domain Generalization

Test-time Adaptation

Source-free domain adaptation, image generation.

Image-to-Image Translation

Image Inpainting

Text-to-Image Generation

Conditional Image Generation

Data augmentation.

Image Augmentation

Text Augmentation

Autonomous vehicles.

Autonomous Driving

Self-Driving Cars

Simultaneous Localization and Mapping

Autonomous Navigation

Image Denoising

Color Image Denoising

Sar Image Despeckling

Grayscale image denoising, meta-learning.

Few-Shot Learning

Sample Probing

Universal meta-learning, contrastive learning.

Super-Resolution

Image Super-Resolution

Video Super-Resolution

Multi-Frame Super-Resolution

Reference-based Super-Resolution

Pose estimation.

3D Human Pose Estimation

Keypoint Detection

3D Pose Estimation

6D Pose Estimation

Self-supervised learning.

Point Cloud Pre-training

Unsupervised video clustering, 2d semantic segmentation, image segmentation, text style transfer.

Scene Parsing

Reflection Removal

Visual question answering (vqa).

Visual Question Answering

Machine Reading Comprehension

Chart Question Answering

Embodied Question Answering

Depth Estimation

3D Reconstruction

Neural Rendering

3D Face Reconstruction

3D Shape Reconstruction

Sentiment analysis.

Aspect-Based Sentiment Analysis (ABSA)

Multimodal Sentiment Analysis

Aspect Sentiment Triplet Extraction

Twitter Sentiment Analysis

Anomaly detection.

Unsupervised Anomaly Detection

One-Class Classification

Supervised anomaly detection, anomaly detection in surveillance videos.

Temporal Action Localization

Video Understanding

Video generation.

Video Object Segmentation

Action Classification

Activity recognition.

Action Recognition

Human Activity Recognition

Egocentric activity recognition.

Group Activity Recognition

3d object super-resolution.

One-Shot Learning

Few-Shot Semantic Segmentation

Cross-domain few-shot.

Unsupervised Few-Shot Learning

Medical image segmentation.

Lesion Segmentation

Brain Tumor Segmentation

Cell Segmentation

Brain Segmentation

Monocular depth estimation.

Stereo Depth Estimation

Depth and camera motion.

3D Depth Estimation

Exposure fairness, optical character recognition (ocr).

Active Learning

Handwriting Recognition

Handwritten digit recognition, irregular text recognition, instance segmentation.

Referring Expression Segmentation

3D Instance Segmentation

Real-time Instance Segmentation

Unsupervised Object Segmentation

Facial recognition and modelling.

Face Recognition

Face Swapping

Face Detection

Facial Expression Recognition (FER)

Face Verification

Object tracking.

Multi-Object Tracking

Visual Object Tracking

Multiple Object Tracking

Cell Tracking

Zero-shot learning.

Generalized Zero-Shot Learning

Compositional Zero-Shot Learning

Multi-label zero-shot learning, quantization, data free quantization, unet quantization, continual learning.

Class Incremental Learning

Continual named entity recognition, unsupervised class-incremental learning.

Action Recognition In Videos

3D Action Recognition

Self-supervised action recognition, few shot action recognition.

Scene Understanding

Scene Text Recognition

Scene Graph Generation

Scene Recognition

Adversarial attack.

Backdoor Attack

Adversarial Text

Adversarial attack detection, real-world adversarial attack, active object detection, image retrieval.

Sketch-Based Image Retrieval

Content-Based Image Retrieval

Composed Image Retrieval (CoIR)

Medical Image Retrieval

Dimensionality reduction.

Supervised dimensionality reduction

Online nonnegative cp decomposition, emotion recognition.

Speech Emotion Recognition

Emotion Recognition in Conversation

Multimodal Emotion Recognition

Emotion-cause pair extraction.

Monocular 3D Object Detection

3D Object Detection From Stereo Images

Multiview Detection

Robust 3d object detection, style transfer.

Image Stylization

Font style transfer, style generalization, face transfer, image reconstruction.

MRI Reconstruction

Film Removal

Optical flow estimation.

Video Stabilization

Action localization.

Action Segmentation

Spatio-temporal action localization, image captioning.

3D dense captioning

Controllable image captioning, aesthetic image captioning.

Relational Captioning

Person re-identification.

Unsupervised Person Re-Identification

Video-based person re-identification, generalizable person re-identification, cloth-changing person re-identification, image restoration.

Demosaicking

Spectral reconstruction, underwater image restoration.

JPEG Artifact Correction

Visual relationship detection, lighting estimation.

3D Room Layouts From A Single RGB Panorama

Road scene understanding, action detection.

Skeleton Based Action Recognition

Online Action Detection

Audio-visual active speaker detection, metric learning.

Object Recognition

3D Object Recognition

Continuous object recognition.

Depiction Invariant Object Recognition

Monocular 3D Human Pose Estimation

Pose prediction.

3D Multi-Person Pose Estimation

3d human pose and shape estimation, image enhancement.

Low-Light Image Enhancement

Image relighting, de-aliasing, multi-label classification.

Missing Labels

Extreme multi-label classification, hierarchical multi-label classification, medical code prediction, continuous control.

Steering Control

Drone controller.

Semi-Supervised Video Object Segmentation

Unsupervised Video Object Segmentation

Referring Video Object Segmentation

Video Salient Object Detection

3d face modelling.

Trajectory Prediction

Trajectory Forecasting

Human motion prediction, out-of-sight trajectory prediction.

Multivariate Time Series Imputation

Object localization.

Weakly-Supervised Object Localization

Image-based localization, unsupervised object localization, monocular 3d object localization.

Blind Image Deblurring

Single-image blind deblurring, novel view synthesis.

Novel LiDAR View Synthesis

Gournd video synthesis from satellite image

Image quality assessment, no-reference image quality assessment, blind image quality assessment.

Aesthetics Quality Assessment

Stereoscopic image quality assessment, out-of-distribution detection, video semantic segmentation.

Camera shot segmentation

Cloud removal.

Facial Inpainting

Fine-Grained Image Inpainting

Instruction following, visual instruction following, change detection.

Semi-supervised Change Detection

Saliency detection.

Saliency Prediction

Co-Salient Object Detection

Video saliency detection, unsupervised saliency detection, image compression.

Feature Compression

Jpeg compression artifact reduction.

Lossy-Compression Artifact Reduction

Color image compression artifact reduction, explainable artificial intelligence, explainable models, explanation fidelity evaluation, fad curve analysis, image registration.

Unsupervised Image Registration

Visual reasoning.

Visual Commonsense Reasoning

Ensemble learning, prompt engineering.

Visual Prompting

Salient object detection, saliency ranking, 3d point cloud classification.

3D Object Classification

Few-Shot 3D Point Cloud Classification

Supervised only 3d point cloud classification, zero-shot transfer 3d point cloud classification, visual tracking.

Point Tracking

Rgb-t tracking, real-time visual tracking.

RF-based Visual Tracking

2d classification.

Neural Network Compression

Music Source Separation

Cell detection.

Plant Phenotyping

Open-set classification, motion estimation, image manipulation detection.

Zero Shot Skeletal Action Recognition

Generalized zero shot skeletal action recognition, whole slide images, activity prediction, motion prediction, cyber attack detection, sequential skip prediction, video captioning.

Dense Video Captioning

Boundary captioning, visual text correction, audio-visual video captioning, point cloud registration.

Image to Point Cloud Registration

Robust 3D Semantic Segmentation

Real-Time 3D Semantic Segmentation

Unsupervised 3D Semantic Segmentation

Furniture segmentation, gesture recognition.

Hand Gesture Recognition

Hand-Gesture Recognition

RF-based Gesture Recognition

Text detection, video question answering.

Zero-Shot Video Question Answer

Few-shot video question answering, 3d point cloud interpolation, medical diagnosis.

Alzheimer's Disease Detection

Retinal OCT Disease Classification

Blood cell count, thoracic disease classification, visual grounding.

Person-centric Visual Grounding

Phrase Extraction and Grounding (PEG)

Visual odometry.

Face Anti-Spoofing

Monocular visual odometry.

Hand Pose Estimation

Hand Segmentation

Gesture-to-gesture translation, rain removal.

Single Image Deraining

Image clustering.

Online Clustering

Face Clustering

Multi-view subspace clustering, multi-modal subspace clustering, colorization.

Line Art Colorization

Point-interactive Image Colorization

Color Mismatch Correction

Image Dehazing

Single Image Dehazing

Robot navigation.

PointGoal Navigation

Social navigation.

Sequential Place Learning

Image manipulation.

Unsupervised Image-To-Image Translation

Synthetic-to-Real Translation

Multimodal Unsupervised Image-To-Image Translation

Cross-View Image-to-Image Translation

Fundus to Angiography Generation

Visual place recognition.

Indoor Localization

3d place recognition, image editing, rolling shutter correction, shadow removal, multimodel-guided image editing, joint deblur and frame interpolation, multimodal fashion image editing, conformal prediction, visual localization.

Stereo Matching

Deepfake detection.

Synthetic Speech Detection

Human detection of deepfakes, multimodal forgery detection.

Crowd Counting

Visual Crowd Analysis

Group detection in crowds, object reconstruction.

3D Object Reconstruction

Human-object interaction detection.

Affordance Recognition

Point cloud classification, jet tagging, few-shot point cloud classification, image deblurring, low-light image deblurring and enhancement, earth observation, image matching.

Semantic correspondence

Patch matching, set matching.

Matching Disparate Images

Video quality assessment, video alignment, temporal sentence grounding, long-video activity recognition, hyperspectral.

Hyperspectral Image Classification

Hyperspectral unmixing, hyperspectral image segmentation, classification of hyperspectral images, 3d point cloud reconstruction, document text classification, learning with noisy labels, multi-label classification of biomedical texts, political salient issue orientation detection.

Weakly Supervised Action Localization

Weakly-supervised temporal action localization.

Temporal Action Proposal Generation

Activity recognition in videos, scene classification.

2D Human Pose Estimation

Action anticipation.

3D Face Animation

Semi-supervised human pose estimation, point cloud generation, point cloud completion, referring expression, reconstruction, 3d human reconstruction.

Single-View 3D Reconstruction

4d reconstruction, single-image-based hdr reconstruction, compressive sensing, keyword spotting.

Small-Footprint Keyword Spotting

Visual keyword spotting, scene text detection.

Curved Text Detection

Multi-oriented scene text detection, camera calibration, boundary detection.

Junction Detection

Image matting.

Semantic Image Matting

Video retrieval, video-text retrieval, video grounding, video-adverb retrieval, replay grounding, composed video retrieval (covr), motion synthesis.

Motion Style Transfer

Temporal human motion composition, emotion classification.

Sensor Fusion

Superpixels, document ai, document understanding, video summarization.

Unsupervised Video Summarization

Supervised video summarization, point cloud segmentation, remote sensing.

Remote Sensing Image Classification

Change detection for remote sensing images, building change detection for remote sensing images.

Segmentation Of Remote Sensing Imagery

The Semantic Segmentation Of Remote Sensing Imagery

Few-Shot Transfer Learning for Saliency Prediction

Aerial Video Saliency Prediction

Document layout analysis.

3D Anomaly Detection

Video anomaly detection, artifact detection.

Point cloud reconstruction

3D Semantic Scene Completion

3D Semantic Scene Completion from a single RGB image

Garment reconstruction, cross-modal retrieval, image-text matching, multilingual cross-modal retrieval.

Zero-shot Composed Person Retrieval

Cross-modal retrieval on rsitmd, face generation.

Talking Head Generation

Talking face generation.

Face Age Editing

Facial expression generation, kinship face generation, video instance segmentation.

Human Detection

Privacy Preserving Deep Learning

Membership inference attack, virtual try-on.

Generalized Few-Shot Semantic Segmentation

3d classification, depth completion.

Scene Flow Estimation

Self-supervised Scene Flow Estimation

Video editing, video temporal consistency, face reconstruction, motion forecasting.

Multi-Person Pose forecasting

Multiple Object Forecasting

Object discovery, carla map leaderboard, dead-reckoning prediction.

Generalized Referring Expression Segmentation

Gaze estimation.

Texture Synthesis

Text-based Image Editing

Text-guided-image-editing.

Zero-Shot Text-to-Image Generation

Concept alignment, conditional text-to-image synthesis, image recognition, fine-grained image recognition, license plate recognition, material recognition, multi-view learning, incomplete multi-view clustering, sign language recognition.

Human Parsing

Multi-Human Parsing

Breast Cancer Detection

Skin cancer classification.

Breast Cancer Histology Image Classification

Lung cancer diagnosis, classification of breast cancer histology images.

3D Multi-Person Pose Estimation (absolute)

3D Multi-Person Pose Estimation (root-relative)

3D Multi-Person Mesh Recovery

Event-based vision.

Event-based Optical Flow

Event-Based Video Reconstruction

Event-based motion estimation, gait recognition.

Multiview Gait Recognition

Gait recognition in the wild, machine unlearning, continual forgetting, pose tracking.

3D Human Pose Tracking

Interactive segmentation, facial landmark detection.

Unsupervised Facial Landmark Detection

3D Facial Landmark Localization

Interest point detection, homography estimation, 3d character animation from a single photo.

3D Hand Pose Estimation

Scene segmentation, weakly supervised segmentation, disease prediction, disease trajectory forecasting, object counting, training-free object counting, open-vocabulary object counting.

Dichotomous Image Segmentation

Activity detection, inverse rendering, scene generation, temporal localization.

Language-Based Temporal Localization

Temporal defect localization, template matching, 3d object tracking.

3D Single Object Tracking

Camera localization.

Camera Relocalization

Multi-label image classification.

Multi-label Image Recognition with Partial Labels

Lidar semantic segmentation, motion segmentation, relation network, visual dialog.

Text-to-Video Generation

Text-to-video editing, subject-driven video generation, intelligent surveillance.

Vehicle Re-Identification

Text spotting.

Disparity Estimation

Handwritten Text Recognition

Handwritten document recognition, unsupervised text recognition, knowledge distillation.

Data-free Knowledge Distillation

Self-knowledge distillation, few-shot class-incremental learning, class-incremental semantic segmentation, non-exemplar-based class incremental learning, moment retrieval.

Zero-shot Moment Retrieval

Text to video retrieval, partially relevant video retrieval, decision making under uncertainty.

Uncertainty Visualization

Person search, shadow detection.

Shadow Detection And Removal

Semi-supervised object detection.

Unconstrained Lip-synchronization

Mixed reality, video inpainting.

Cross-corpus

Micro-expression recognition, micro-expression spotting.

3D Facial Expression Recognition

Smile Recognition

Human mesh recovery.

Face Image Quality Assessment

Lightweight face recognition.

Age-Invariant Face Recognition

Synthetic face recognition, face quality assessement, future prediction, video enhancement.

3D Multi-Object Tracking

Real-time multi-object tracking, multi-animal tracking with identification, trajectory long-tail distribution for muti-object tracking, grounded multiple object tracking, open vocabulary semantic segmentation, zero-guidance segmentation, overlapped 10-1, overlapped 15-1, overlapped 15-5, disjoint 10-1, disjoint 15-1, color constancy.

Few-Shot Camera-Adaptive Color Constancy

Image categorization, fine-grained visual categorization, physics-informed machine learning, soil moisture estimation, deep attention, zero shot segmentation.

Stereo Image Super-Resolution

Burst image super-resolution, satellite image super-resolution, multispectral image super-resolution, hdr reconstruction, multi-exposure image fusion, line detection, video reconstruction.

Visual Recognition

Fine-Grained Visual Recognition

Image cropping, stereo matching hand.

3D Absolute Human Pose Estimation

Text-to-Face Generation

Sign language translation.

Tone Mapping

Zero-shot action recognition, video restoration.

Analog Video Restoration

Image forensics, natural language transduction, transparent object detection, transparent objects, novel class discovery.

Surface Normals Estimation

hand-object pose

Grasp Generation

3D Canonical Hand Pose Estimation

Cross-domain few-shot learning, texture classification, vision-language navigation.

Breast Cancer Histology Image Classification (20% labels)

Infrared and visible image fusion.

Image Animation

Probabilistic Deep Learning

Unsupervised few-shot image classification, generalized few-shot classification, abnormal event detection in video.

Semi-supervised Anomaly Detection

Image to 3d, pedestrian attribute recognition.

Steganalysis

Sketch Recognition

Face Sketch Synthesis

Drawing pictures.

Photo-To-Caricature Translation

Spoof detection, face presentation attack detection, detecting image manipulation, cross-domain iris presentation attack detection, finger dorsal image spoof detection, computer vision techniques adopted in 3d cryogenic electron microscopy, single particle analysis, cryogenic electron tomography, highlight detection, iris recognition, pupil dilation.

One-shot visual object segmentation

Action quality assessment, automatic post-editing.

Image Stitching

Multi-View 3D Reconstruction

Person retrieval, universal domain adaptation.

Unbiased Scene Graph Generation

Panoptic Scene Graph Generation

Image to video generation.

Unconditional Video Generation

Action understanding, blind face restoration.

Dense Captioning

Document image classification.

Face Reenactment

Geometric Matching

Human action generation.

Action Generation

Object categorization, text based person retrieval, human dynamics.

3D Human Dynamics

Meme classification, hateful meme classification, severity prediction, intubation support prediction, text-to-image, story visualization, complex scene breaking and synthesis, image fusion, pansharpening, cloud detection.

Image Deconvolution

Image Outpainting

Diffusion Personalization

Diffusion Personalization Tuning Free

Efficient Diffusion Personalization

Object segmentation.

Camouflaged Object Segmentation

Landslide segmentation, text-line extraction, surgical phase recognition, online surgical phase recognition, offline surgical phase recognition.

Semantic SLAM

Object SLAM

Intrinsic image decomposition, table recognition, point clouds, point cloud video understanding, point cloud rrepresentation learning, situation recognition, grounded situation recognition, line segment detection, multi-target domain adaptation.

Robot Pose Estimation

Camouflaged Object Segmentation with a Single Task-generic Prompt

Image morphing, image shadow removal, motion detection, sports analytics, visual prompt tuning, weakly-supervised instance segmentation, image smoothing, fake image detection.

GAN image forensics

Fake Image Attribution

Image steganography, person identification, rotated mnist, contour detection.

Face Image Quality

Lane detection.

3D Lane Detection

Layout design, license plate detection.

Video Panoptic Segmentation

Viewpoint estimation.

Drone navigation

Drone-view target localization, value prediction, body mass index (bmi) prediction, multi-object tracking and segmentation.

Occlusion Handling

Zero-shot transfer image classification.

3D Object Reconstruction From A Single Image

CAD Reconstruction

3d point cloud linear classification, crop classification, crop yield prediction, photo retouching, motion retargeting, shape representation of 3d point clouds, bird's-eye view semantic segmentation.

Dense Pixel Correspondence Estimation

Human part segmentation.

Multiview Learning

Person recognition.

Document Shadow Removal

Symmetry detection, traffic sign detection, video style transfer, referring image matting.

Referring Image Matting (Expression-based)

Referring Image Matting (Keyword-based)

Referring Image Matting (RefMatte-RW100)

Referring image matting (prompt-based), human interaction recognition, one-shot 3d action recognition, mutual gaze, affordance detection.

Gaze Prediction

Image instance retrieval, amodal instance segmentation, image quality estimation.

Image Similarity Search

Referring expression generation

Road damage detection.

Space-time Video Super-resolution

Video matting.

Open-World Semi-Supervised Learning

Semi-supervised image classification (cold start), hand detection, image forgery detection, material classification.

Open Vocabulary Attribute Detection

Precipitation forecasting, inverse tone mapping, image/document clustering, self-organized clustering, 3d shape modeling.

Action Analysis

Facial editing.

Food Recognition

Holdout Set

Motion magnification, semi-supervised instance segmentation, video segmentation, camera shot boundary detection, open-vocabulary video segmentation, open-world video segmentation, instance search.

Audio Fingerprint

Lung nodule detection, lung nodule 3d detection, art analysis.

Zero-Shot Composed Image Retrieval (ZS-CIR)

Event segmentation, generic event boundary detection, image retouching, image-variation, jpeg artifact removal, multispectral object detection, point cloud super resolution, skills assessment.

Sensor Modeling

Binary classification, llm-generated text detection, cancer-no cancer per breast classification, cancer-no cancer per image classification, suspicous (birads 4,5)-no suspicous (birads 1,2,3) per image classification, cancer-no cancer per view classification, lung nodule classification, lung nodule 3d classification, video prediction, earth surface forecasting, predict future video frames, 3d scene reconstruction, audio-visual synchronization, handwriting generation, pose retrieval, scanpath prediction, scene change detection.

Sketch-to-Image Translation

Skills evaluation, highlight removal, 3d shape reconstruction from a single 2d image.

Shape from Texture

Deception detection, deception detection in videos, handwriting verification, bangla spelling error correction, 3d open-vocabulary instance segmentation.

3D Shape Representation

3D Dense Shape Correspondence

Birds eye view object detection.

Multiple People Tracking

Network Interpretation

Rgb-d reconstruction, seeing beyond the visible, semi-supervised domain generalization, unsupervised semantic segmentation.

Unsupervised Semantic Segmentation with Language-image Pre-training

Multiple object tracking with transformer.

Multiple Object Track and Segmentation

Constrained lip-synchronization, face dubbing, vietnamese visual question answering, explanatory visual question answering.

Video Visual Relation Detection

Human-object relationship detection, ad-hoc video search, defocus blur detection, event data classification, image comprehension, image manipulation localization, instance shadow detection, kinship verification, medical image enhancement, open vocabulary panoptic segmentation, single-object discovery, synthetic image detection, training-free 3d point cloud classification.

Sequential Place Recognition

Autonomous flight (dense forest), autonomous web navigation.

Generative 3D Object Classification

Cube engraving classification, multimodal machine translation.

Face to Face Translation

Multimodal lexical translation, 10-shot image generation, 2d semantic segmentation task 3 (25 classes), document enhancement, action assessment, bokeh effect rendering, drivable area detection, face anonymization, font recognition, horizon line estimation, image imputation.

Long Video Retrieval (Background Removed)

Medical image denoising.

Occlusion Estimation

Physiological computing.

Lake Ice Monitoring

Short-term object interaction anticipation, spatio-temporal video grounding, unsupervised 3d point cloud linear evaluation, video forensics, wireframe parsing, single-image-generation, unsupervised anomaly detection with specified settings -- 30% anomaly, root cause ranking, anomaly detection at 30% anomaly, anomaly detection at various anomaly percentages.

Unsupervised Contextual Anomaly Detection

2d pose estimation, category-agnostic pose estimation, overlapping pose estimation, facial expression recognition, cross-domain facial expression recognition, zero-shot facial expression recognition, landmark tracking, muscle tendon junction identification, 3d object captioning, animated gif generation, generalized referring expression comprehension, image deblocking, motion disentanglement, persuasion strategies, scene text editing, traffic accident detection, accident anticipation, unsupervised landmark detection, visual speech recognition, lip to speech synthesis, continual anomaly detection, gaze redirection, weakly supervised action segmentation (transcript), weakly supervised action segmentation (action set)), calving front delineation in synthetic aperture radar imagery, calving front delineation in synthetic aperture radar imagery with fixed training amount.

Handwritten Line Segmentation

Handwritten word segmentation.

General Action Video Anomaly Detection

Physical video anomaly detection, monocular cross-view road scene parsing(road), monocular cross-view road scene parsing(vehicle).

Transparent Object Depth Estimation

3d semantic occupancy prediction, 3d scene editing, 4d panoptic segmentation, age and gender estimation, data ablation.

Occluded Face Detection

Gait identification, historical color image dating, stochastic human motion prediction, image retargeting, image and video forgery detection, infrared image super-resolution, motion captioning, personality trait recognition, personalized segmentation, scene-aware dialogue, spatial relation recognition, spatial token mixer, steganographics, story continuation.

Unsupervised Anomaly Detection with Specified Settings -- 0.1% anomaly

Unsupervised anomaly detection with specified settings -- 1% anomaly, unsupervised anomaly detection with specified settings -- 10% anomaly, unsupervised anomaly detection with specified settings -- 20% anomaly, vehicle speed estimation, visual social relationship recognition, zero-shot text-to-video generation, text-guided-generation, video frame interpolation, 3d video frame interpolation, unsupervised video frame interpolation.

eXtreme-Video-Frame-Interpolation

Continual semantic segmentation, overlapped 5-3, overlapped 25-25, evolving domain generalization, source-free domain generalization, micro-expression generation, micro-expression generation (megc2021), mistake detection, online mistake detection, unsupervised panoptic segmentation, unsupervised zero-shot panoptic segmentation, 3d rotation estimation, camera auto-calibration, defocus estimation, derendering, fingertip detection, hierarchical text segmentation, human-object interaction concept discovery.

One-Shot Face Stylization

Speaker-specific lip to speech synthesis, multi-person pose estimation, neural stylization.

Part-aware Panoptic Segmentation

Population Mapping

Pornography detection, prediction of occupancy grid maps, raw reconstruction, svbrdf estimation, semi-supervised video classification, spectrum cartography, supervised image retrieval, synthetic image attribution, training-free 3d part segmentation, unsupervised image decomposition, video propagation, vietnamese multimodal learning, visual analogies, weakly supervised 3d point cloud segmentation, weakly-supervised panoptic segmentation, drone-based object tracking, brain visual reconstruction, brain visual reconstruction from fmri.

Human-Object Interaction Generation

Image-guided composition, fashion understanding, semi-supervised fashion compatibility.

intensity image denoising

Lifetime image denoising, observation completion, active observation completion, boundary grounding.

Video Narrative Grounding

3d inpainting, 3d scene graph alignment, 4d spatio temporal semantic segmentation.

Age Estimation

Few-shot Age Estimation

Brdf estimation, camouflage segmentation, clothing attribute recognition, damaged building detection, depth image estimation, detecting shadows, dynamic texture recognition.

Disguised Face Verification

Few shot open set object detection, gaze target estimation, generalized zero-shot learning - unseen, hd semantic map learning, human-object interaction anticipation, image deep networks, keypoint detection and image matching, manufacturing quality control, materials imaging, micro-gesture recognition, multi-person pose estimation and tracking.

Multi-modal image segmentation

Multi-object discovery, neural radiance caching.

Parking Space Occupancy

Partial Video Copy Detection

Multimodal Patch Matching

Perpetual view generation, procedure learning, prompt-driven zero-shot domain adaptation, repetitive action counting, single-shot hdr reconstruction, on-the-fly sketch based image retrieval, thermal image denoising, trademark retrieval, unsupervised instance segmentation, unsupervised zero-shot instance segmentation, vehicle key-point and orientation estimation.

Video Individual Counting

Video-adverb retrieval (unseen compositions), video-to-image affordance grounding.

Vietnamese Scene Text

Visual sentiment prediction, human-scene contact detection, localization in video forgery, 3d canonicalization, 3d surface generation.

Visibility Estimation from Point Cloud

Amodal layout estimation, blink estimation, camera absolute pose regression, change data generation, constrained diffeomorphic image registration, continuous affect estimation, deep feature inversion, document image skew estimation, earthquake prediction, fashion compatibility learning.

Displaced People Recognition

Finger vein recognition, flooded building segmentation.

Future Hand Prediction

Generative temporal nursing, house generation, human fmri response prediction, hurricane forecasting, ifc entity classification, image declipping, image similarity detection.

Image Text Removal

Image-to-gps verification.

Image-based Automatic Meter Reading

Dial meter reading, indoor scene reconstruction, jpeg decompression.

Kiss Detection

Laminar-turbulent flow localisation.

Landmark Recognition

Brain landmark detection, corpus video moment retrieval, mllm evaluation: aesthetics, medical image deblurring, mental workload estimation, meter reading, motion expressions guided video segmentation, natural image orientation angle detection, multi-object colocalization, multilingual text-to-image generation, video emotion detection, nwp post-processing, occluded 3d object symmetry detection, open set video captioning, pso-convnets dynamics 1, pso-convnets dynamics 2, partial point cloud matching.

Partially View-aligned Multi-view Learning

Pedestrian Detection

Thermal Infrared Pedestrian Detection

Personality trait recognition by face, physical attribute prediction, point cloud semantic completion, point cloud classification dataset, point- of-no-return (pnr) temporal localization, pose contrastive learning, potrait generation, prostate zones segmentation, pulmorary vessel segmentation, pulmonary artery–vein classification, reference expression generation, safety perception recognition, interspecies facial keypoint transfer, specular reflection mitigation, specular segmentation, state change object detection, surface normals estimation from point clouds, train ego-path detection.

Transform A Video Into A Comics

Transparency separation, typeface completion.

Unbalanced Segmentation

Unsupervised Long Term Person Re-Identification

Video correspondence flow.

Key-Frame-based Video Super-Resolution (K = 15)

Zero-shot single object tracking, yield mapping in apple orchards, lidar absolute pose regression, opd: single-view 3d openable part detection, self-supervised scene text recognition, video narration captioning, spectral estimation, spectral estimation from a single rgb image, 3d prostate segmentation, aggregate xview3 metric, atomic action recognition, composite action recognition, calving front delineation from synthetic aperture radar imagery, computer vision transduction, crosslingual text-to-image generation, zero-shot dense video captioning, document to image conversion, frame duplication detection, geometrical view, hyperview challenge.

Image Operation Chain Detection

Kinematic based workflow recognition, logo recognition.

MLLM Aesthetic Evaluation

Motion detection in non-stationary scenes, open-set video tagging, satellite orbit determination.

Segmentation Based Workflow Recognition

2d particle picking, small object detection.

Rice Grain Disease Detection

Sperm morphology classification, video & kinematic base workflow recognition, video based workflow recognition, video, kinematic & segmentation base workflow recognition, animal pose estimation.

Research on Image Processing Technology of Computer Vision Algorithm

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Computer Science > Machine Learning

Title: kan: kolmogorov-arnold networks.

Abstract: Inspired by the Kolmogorov-Arnold representation theorem, we propose Kolmogorov-Arnold Networks (KANs) as promising alternatives to Multi-Layer Perceptrons (MLPs). While MLPs have fixed activation functions on nodes ("neurons"), KANs have learnable activation functions on edges ("weights"). KANs have no linear weights at all -- every weight parameter is replaced by a univariate function parametrized as a spline. We show that this seemingly simple change makes KANs outperform MLPs in terms of accuracy and interpretability. For accuracy, much smaller KANs can achieve comparable or better accuracy than much larger MLPs in data fitting and PDE solving. Theoretically and empirically, KANs possess faster neural scaling laws than MLPs. For interpretability, KANs can be intuitively visualized and can easily interact with human users. Through two examples in mathematics and physics, KANs are shown to be useful collaborators helping scientists (re)discover mathematical and physical laws. In summary, KANs are promising alternatives for MLPs, opening opportunities for further improving today's deep learning models which rely heavily on MLPs.

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