DeeCLIP

DeeCLIP: AI 생성 이미지 탐지를 위한 견고하고 일반화 가능한 Transformer 기반 프레임워크 ☀️ 이 연구가 여러분의 연구에 유용하다면, 저희 저장소에 스타를 남겨주시고 논문을 인용해 주시기 바랍니다! ☀️ TODO 다음 항목을 열심히 작업 중입니다: ArXiv 논문 공개 학습 스크립트 공개 추론 스크립트 공개 체크포인트 공개 DeeCLIP DeeCLIP 은 CLIP-ViT 와 퓨전 학습fusion learning을 결합한 AI 생성 이미지 탐지 를 위한 새로운 프레임워크입니다. 생성 모델이 계속해서 개선됨에 따라,...

attack-attention

파운데이션 모델의 어텐션을 공격하면 다운스트림 태스크를 효과적으로 붕괴시킨다 논문 "Attacking Attention of Foundation Models Effectively Disrupts Downstream Tasks" 의 공식 PyTorch 구현체로, CVPR 2025 의 Adversarial Machine Learning on Computer Vision: Foundation Models + X ADVML 워크숍에 채택되었습니다. "Attacking Attention of Foundation Models...

Agentic-CLIP-Benchmark

Agentic-CLIP-Benchmark: CIFAR-10 제로샷 평가 -green.svg 이 프로젝트는 OpenAI의 CLIP ViT-B/32 모델을 전체 CIFAR-10 테스트 세트10,000개 이미지에서 평가하기 위한 강력하고 자동화된 파이프라인을 구현합니다. AI 네이티브 워크플로우Trae IDE를 사용하여 개발되었으며, 88.80%의 높은 정밀도 제로샷 정확도를 달성합니다. 📊 성능 요약 Top-1 정확도 : 88.80% 제로샷 모델 : openai/clip-vit-base-patch32 Safetensors 사용 추...

PT-2026-99319

Name of the Vulnerable Software and Affected Versions vllm versions prior to 0.29.0 Description The software fails to enforce the VLLM MAX AUDIO CLIP FILESIZE MB limit during multimodal chat audio decoding. This allows unauthenticated clients to bypass file size restrictions by submitting oversiz...

Region-Level Black-Box Defense against Stealthy Embedding-Space Backdoors in CLIP

Contrastive Language--Image Pretraining CLIP has emerged as a dominant vision backbone due to its strong transferability and zero-shot capabilities. However, recent studies reveal a critical vulnerability: embedding-space backdoor attacks. By poisoning only a tiny fraction of image--text pairs,...

Robot Visions: Breaking ReCAPTCHA at Zero Cost and Zero Shot

Google reCAPTCHA is the most widely deployed visual CAPTCHA service, protecting hundreds of thousands of websites from automated bots. It serves as a critical line of defense against automated attacks, including credential stuffing, bulk account creation, and automated form abuse. It has proven...

Astra Linux – Vulnerability found in Linux 5.10, Linux 6.1, and Linux 5.15

In the Linux kernel, the following vulnerability has been resolved: atm: clip: Fixed an infinite recursive call of clippush. syzbot reported the issue below. 0 This occurs when we call ioctlATMARPMKIP more than once. During the first call, clipmkip sets clippush to vcc-push; the second call copie...

The vulnerability of the Windows Clip Service on Windows operating systems allows a hacker to escalate their privileges.

The vulnerability of the Windows Clip Service on Windows operating systems arises due to synchronization errors when using a shared resource. Exploiting this vulnerability can allow an attacker to increase their privileges...

EUVD-2026-43841

Concurrent execution using shared resource with improper synchronization 'race condition' in Windows Clip Service allows an authorized attacker to elevate privileges locally...

CVE-2026-50384

Concurrent execution using shared resource with improper synchronization 'race condition' in Windows Clip Service allows an authorized attacker to elevate privileges locally...

CVE-2026-50384 Windows Clip Service Elevation of Privilege Vulnerability

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CVE-2026-50384

Concurrent execution using shared resource with improper synchronization 'race condition' in Windows Clip Service allows an authorized attacker to elevate privileges locally...

CVE-2026-50384 Windows Clip Service Elevation of Privilege Vulnerability

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CVE-2026-50384

CVE-2026-50384 describes a race condition in the Windows Clip Service caused by concurrent execution over a shared resource with improper synchronization. This vulnerability allows a locally authenticated attacker to elevate privileges. The CVSS 3.1 vector is LOCAL, with HIGH impact on confidenti...

Windows Clip Service Elevation of Privilege Vulnerability

Concurrent execution using shared resource with improper synchronization 'race condition' in Windows Clip Service allows an authorized attacker to elevate privileges locally...

CVE-2026-50384: Concurrent Execution using Shared Resource with Improper Synchronization

Concurrent execution using shared resource with improper synchronization 'race condition' in Windows Clip Service allows an authorized attacker to elevate privileges locally...

PT-2026-58205

Name of the Vulnerable Software and Affected Versions Windows Clip Service affected versions not specified Description A race condition occurs in the Windows Clip Service due to improper synchronization when using a shared resource. This allows an authorized attacker to elevate privileges locally...

ImageMagick: Fix of 2 CVEs

CVE-2026-33901: add MVG push clip-path/gradient/pattern bounds check in DrawImage to prevent out-of-bounds read - CVE-2026-33908: bound DestroyXMLTree recursion depth to prevent stack exhaustion on deeply nested XML...

Malicious code in bittensor-burn-watch (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 16180f1609731d35398f11dbfcb328826d2e39a7acf42fc256b563512645e6e5 Package advertises itself as a Bittensor subnet burn-rate monitor but bundles a live TELEGRAMBOTTOKEN and TELEGRAMCHATID in...

CVE-2026-31230

A flaw was found in Adversarial Robustness Toolbox ART. This command-line argument injection vulnerability exists in its Kubeflow component due to the unsafe use of the eval function, which parses string values from --clipvalues and --inputshape arguments. A remote attacker can exploit this by...