Cover Image

SPECS: Specificity-Enhanced CLIP-Score for Long Image Caption Evaluation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Xiaofu, Salazar, Israfel, Kementchedjhieva, Yova
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Long Story Short: Disentangling Compositionality and Long-Caption Understanding in Contrastive VLMs
by: Salazar, Israfel, et al.
Published: (2025)

The Devil is in the EOS: Sequence Training for Detailed Image Captioning
by: Mohamed, Abdelrahman, et al.
Published: (2025)

EFSA: Episodic Few-Shot Adaptation for Text-to-Image Retrieval
by: Huzaifa, Muhammad, et al.
Published: (2024)

A Simple Data Augmentation Strategy for Text-in-Image Scientific VQA
by: Shoer, Belal, et al.
Published: (2025)

VLMs Need Words: Vision Language Models Ignore Visual Detail In Favor of Semantic Anchors
by: Shahgir, Haz Sameen, et al.
Published: (2026)

Do Vision and Language Models Share Concepts? A Vector Space Alignment Study
by: Li, Jiaang, et al.
Published: (2023)

LLMs Can Compensate for Deficiencies in Visual Representations
by: Takishita, Sho, et al.
Published: (2025)

LinguDistill: Recovering Linguistic Ability in Vision-Language Models via Selective Cross-Modal Distillation
by: Irawan, Patrick Amadeus, et al.
Published: (2026)

Distinctive Image Captioning: Leveraging Ground Truth Captions in CLIP Guided Reinforcement Learning
by: Chaffin, Antoine, et al.
Published: (2024)

CultureCLIP: Empowering CLIP with Cultural Awareness through Synthetic Images and Contextualized Captions
by: Huang, Yuchen, et al.
Published: (2025)

Explaining Caption-Image Interactions in CLIP Models with Second-Order Attributions
by: Möller, Lucas, et al.
Published: (2024)

Redemption Score: A Multi-Modal Evaluation Framework for Image Captioning via Distributional, Perceptual, and Linguistic Signal Triangulation
by: Dahal, Ashim, et al.
Published: (2025)

CONCAP: Seeing Beyond English with Concepts Retrieval-Augmented Captioning
by: Ibrahim, George, et al.
Published: (2025)

Updating CLIP to Prefer Descriptions Over Captions
by: Zur, Amir, et al.
Published: (2024)

VELA: An LLM-Hybrid-as-a-Judge Approach for Evaluating Long Image Captions
by: Matsuda, Kazuki, et al.
Published: (2025)

Metis-SPECS: Decoupling Multimodal Learning via Self-distilled Preference-based Cold Start
by: Chen, Kun, et al.
Published: (2025)

Revisiting Image Captioning Training Paradigm via Direct CLIP-based Optimization
by: Moratelli, Nicholas, et al.
Published: (2024)

MUNIChus: Multilingual News Image Captioning Benchmark
by: Chen, Yuji, et al.
Published: (2026)

Regional Attention-Enhanced Swin Transformer for Clinically Relevant Medical Image Captioning
by: Naz, Zubia, et al.
Published: (2025)

From Image Captioning to Visual Storytelling
by: Passadakis, Admitos, et al.
Published: (2025)

Noise is an Efficient Learner for Zero-Shot Vision-Language Models
by: Imam, Raza, et al.
Published: (2025)

Surveying the Landscape of Image Captioning Evaluation: A Comprehensive Taxonomy, Trends and Metrics Analysis
by: Berger, Uri, et al.
Published: (2024)

VideoCLIP-XL: Advancing Long Description Understanding for Video CLIP Models
by: Wang, Jiapeng, et al.
Published: (2024)

DetailVerifyBench: A Benchmark for Dense Hallucination Localization in Long Image Captions
by: Wang, Xinran, et al.
Published: (2026)

Image Captioning via Compact Bidirectional Architecture
by: Song, Zijie, et al.
Published: (2022)

CapArena: Benchmarking and Analyzing Detailed Image Captioning in the LLM Era
by: Cheng, Kanzhi, et al.
Published: (2025)

OmniCaptioner: One Captioner to Rule Them All
by: Lu, Yiting, et al.
Published: (2025)

Distill CLIP (DCLIP): Enhancing Image-Text Retrieval via Cross-Modal Transformer Distillation
by: Csizmadia, Daniel, et al.
Published: (2025)

See or Guess: Counterfactually Regularized Image Captioning
by: Cao, Qian, et al.
Published: (2024)

Enhancing Journalism with AI: A Study of Contextualized Image Captioning for News Articles using LLMs and LMMs
by: Anagnostopoulou, Aliki, et al.
Published: (2024)

FLEX-CLIP: Feature-Level GEneration Network Enhanced CLIP for X-shot Cross-modal Retrieval
by: Xie, Jingyou, et al.
Published: (2024)

Understanding Retrieval Robustness for Retrieval-Augmented Image Captioning
by: Li, Wenyan, et al.
Published: (2024)

Temporal Image Caption Retrieval Competition -- Description and Results
by: Pokrywka, Jakub, et al.
Published: (2024)

LowCLIP: Adapting the CLIP Model Architecture for Low-Resource Languages in Multimodal Image Retrieval Task
by: Asgarov, Ali, et al.
Published: (2024)

Personalized Scientific Figure Caption Generation: An Empirical Study on Author-Specific Writing Style Transfer
by: Kim, Jaeyoung, et al.
Published: (2025)

EXPERT: An Explainable Image Captioning Evaluation Metric with Structured Explanations
by: Kim, Hyunjong, et al.
Published: (2025)

The Role of Data Curation in Image Captioning
by: Li, Wenyan, et al.
Published: (2023)

Chain-of-Talkers (CoTalk): Fast Human Annotation of Dense Image Captions
by: Shen, Yijun, et al.
Published: (2025)

Precision or Recall? An Analysis of Image Captions for Training Text-to-Image Generation Model
by: Cheng, Sheng, et al.
Published: (2024)

VIXEN: Visual Text Comparison Network for Image Difference Captioning
by: Black, Alexander, et al.
Published: (2024)