Cover Image

Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Deshmukh, Sharayu Nilesh, Hambarde, Kailash A., Costa, Joana C., Proença, Hugo, Roxo, Tiago
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Generalization Under Scrutiny: Cross-Domain Detection Progresses, Pitfalls, and Persistent Challenges
by: Deshmukh, Saniya M., et al.
Published: (2026)

Rectifying Geometry-Induced Similarity Distortions for Real-World Aerial-Ground Person Re-Identification
by: Hambarde, Kailash A., et al.
Published: (2026)

Human Re-ID Meets LVLMs: What can we expect?
by: Hambarde, Kailash, et al.
Published: (2025)

Causality and "In-the-Wild" Video-Based Person Re-ID: A Survey
by: Rashidunnabi, Md, et al.
Published: (2025)

ASDnB: Merging Face with Body Cues For Robust Active Speaker Detection
by: Roxo, Tiago, et al.
Published: (2024)

How Deep Learning Sees the World: A Survey on Adversarial Attacks & Defenses
by: Costa, Joana C., et al.
Published: (2023)

ZQBA: Zero Query Black-box Adversarial Attack
by: Costa, Joana C., et al.
Published: (2025)

BIAS: A Body-based Interpretable Active Speaker Approach
by: Roxo, Tiago, et al.
Published: (2024)

How to Squeeze An Explanation Out of Your Model
by: Roxo, Tiago, et al.
Published: (2024)

DeepFake-Adapter: Dual-Level Adapter for DeepFake Detection
by: Shao, Rui, et al.
Published: (2023)

Active Fake: DeepFake Camouflage
by: Sun, Pu, et al.
Published: (2024)

LISArD: Learning Image Similarity to Defend Against Gray-box Adversarial Attacks
by: Costa, Joana C., et al.
Published: (2025)

Seeing Across Time and Views: Multi-Temporal Cross-View Learning for Robust Video Person Re-Identification
by: Rashidunnabi, Md, et al.
Published: (2025)

When Gender is Hard to See: Multi-Attribute Support for Long-Range Recognition
by: Mbongo, Nzakiese, et al.
Published: (2025)

Robust Sequential DeepFake Detection
by: Shao, Rui, et al.
Published: (2023)

DeepFake-O-Meter v2.0: An Open Platform for DeepFake Detection
by: Ju, Yan, et al.
Published: (2024)

Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach
by: Zou, Mian, et al.
Published: (2024)

Exposing DeepFakes via Hyperspectral Domain Mapping
by: Mehta, Aditya, et al.
Published: (2025)

Do DeepFake Attribution Models Generalize?
by: Baxavanakis, Spiros, et al.
Published: (2025)

Enhanced Deep Learning DeepFake Detection Integrating Handcrafted Features
by: Hinke-Navarro, Alejandro, et al.
Published: (2025)

Celeb-DF++: A Large-scale Challenging Video DeepFake Benchmark for Generalizable Forensics
by: Li, Yuezun, et al.
Published: (2025)

FakeTracer: Catching Face-swap DeepFakes via Implanting Traces in Training
by: Sun, Pu, et al.
Published: (2023)

Fake-in-Facext: Towards Fine-Grained Explainable DeepFake Analysis
by: Qin, Lixiong, et al.
Published: (2025)

FakeParts: a New Family of AI-Generated DeepFakes
by: Liu, Ziyi, et al.
Published: (2025)

FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge
by: Li, Hanzhe, et al.
Published: (2024)

TruthLens: Visual Grounding for Universal DeepFake Reasoning
by: Kundu, Rohit, et al.
Published: (2025)

Study of detecting behavioral signatures within DeepFake videos
by: Miao, Qiaomu, et al.
Published: (2022)

DFREC: DeepFake Identity Recovery Based on Identity-aware Masked Autoencoder
by: Yu, Peipeng, et al.
Published: (2024)

DPL: Cross-quality DeepFake Detection via Dual Progressive Learning
by: Zhang, Dongliang, et al.
Published: (2024)

DIP: Diffusion Learning of Inconsistency Pattern for General DeepFake Detection
by: Nie, Fan, et al.
Published: (2024)

Unmasking Facial DeepFakes: A Robust Multiview Detection Framework for Natural Images
by: Belguesmia, Sami, et al.
Published: (2025)

Text Modality Oriented Image Feature Extraction for Detecting Diffusion-based DeepFake
by: Yang, Di, et al.
Published: (2024)

TruthLens:A Training-Free Paradigm for DeepFake Detection
by: Chakraborty, Ritabrata, et al.
Published: (2025)

Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes
by: Liu, Weifeng, et al.
Published: (2024)

Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images
by: Amoroso, Roberto, et al.
Published: (2023)

Adaptive Equilibrium: Dynamic Weighting Framework for Generalized Interruption of DeepFake Models
by: Zheng, Hongrui, et al.
Published: (2026)

DeepFake Detection in Dyadic Video Calls using Point of Gaze Tracking
by: Kohler, Odin, et al.
Published: (2025)

TriDF: Evaluating Perception, Detection, and Hallucination for Interpretable DeepFake Detection
by: Jiang-Lin, Jian-Yu, et al.
Published: (2025)

Hiding Faces in Plain Sight: Defending DeepFakes by Disrupting Face Detection
by: Zhu, Delong, et al.
Published: (2024)

TalkingHeadBench: A Multi-Modal Benchmark & Analysis of Talking-Head DeepFake Detection
by: Xiong, Xinqi, et al.
Published: (2025)