Evaluation

A Comprehensive Benchmarking and Systematic Analysis of Deep Learning Models for Sonomammogram Segmentation MIDL 2026 BaseCal: Unsupervised Confidence Calibration via Base Model Signals ACL 2026 Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation ACL 2026 CREval: An Automated Interpretable Evaluation for Creative Image Manipulation under Complex Instructions CVPR 2026 Data Leakage Detection and De-duplication in Large Scale Geospatial Image Datasets CVPR 2026 Failure Modes for Deep Learning-Based Online Mapping: How to Measure and Address Them CVPR 2026 How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients ACL 2026 I2I-Bench: A Comprehensive Benchmark Suite for Image-to-Image Editing Models CVPR 2026 League of LLMs: A Benchmark-Free Paradigm for Mutual Evaluation of Large Language Models ACL 2026 PDR: A Plug-and-Play Positional Decay Framework for LLM Pre-training Data Detection ACL 2026 Ref4D-VideoBench: Four-Dimensional Reference-Based Evaluation of Text-to-Video Generative Models CVPR 2026 ReflectRM: Boosting Generative Reward Models via Self-Reflection within a Unified Judgment Framework ACL 2026 SEA-BED: How Do Embedding Models Represent Southeast Asian Languages? ACL 2026 TabReX: Tabular Referenceless eXplainable Evaluation ACL 2026 The Drift Kernel: Why Diffusion Models Change Even When Told Not To CVPR 2026 The Silence of the Facts: Popularity as a Barrier to Machine Unlearning ACL 2026 ThinkBooster: A Unified Framework for Seamless Test-Time Scaling of LLM Reasoning ACL 2026 Too Vivid to Be Real? Benchmarking and Calibrating Generative Color Fidelity CVPR 2026 Toward Early Quality Assessment of Text-to-Image Diffusion Models CVPR 2026 Towards Universal Computational Aberration Correction in Photographic Cameras: A Comprehensive Benchmark Analysis CVPR 2026 Understanding LLM Performance Degradation in Multi-Instance Processing: The Roles of Instance Count and Context Length ACL 2026 UniVBench: Towards Unified Evaluation for Video Foundation Models CVPR 2026 Unleashing Low-Bit Inference on Ascend NPUs: A Comprehensive Evaluation of HiFloat Formats ACL 2026 VGA-Bench: A Unified Benchmark and Multi-Model Framework for Video Aesthetics and Generation Quality Evaluation CVPR 2026 VideoRealBench: A Chain-of-Thought Realism Evaluation Benchmark for Generated Human-Centric Videos CVPR 2026