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process_images

Syntologyentry name in harvested coderead from the graph 2026-09-24

process_images appears in the code Syntology harvested for 79 papers, as 18 distinct code bodies found in 81 places (a place is one code body under one paper). At least one of them ran in 35 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named process_images do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 10 of the 18 distinct code bodies named process_images; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
7ran
8unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 33 of the 81 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

79 papers shown of 79, newest first; 81 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 7 papers added by Syntology; 4 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis added by Syntology 2026-05 (from id) isjinghao/OralAgent/oralagent/llava/mm_utils.py f0f8c9c5a77c9b5b ran Apache-2.0 (permissive)
CLIP Tricks You: Training-free Token Pruning for Efficient Pixel Grounding in Large Vision-Language Models added by Syntology 2026-05 (from id) sejong-rcv/LiteLVLM/model/llava/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
Logit-Attention Divergence: Mitigating Position Bias in Multi-Image Retrieval via Attention-Guided Calibration added by Syntology 2026-05 (from id) brightXian/LAD/src/agd.py f53971fbc29934cc ran · honoured contract no licence file found · pointer only
Uncertainty-Aware Knowledge Distillation for Multimodal Large Language Models added by Syntology 2026-03 (from id) Jingchensun/beta-kd/mobilevlm/utils.py e8f3a2a1be36a4d7 ran · our draft was wrong no licence file found · pointer only
Beyond Next-Token Alignment: Distilling Multimodal Large Language Models via Token Interactions added by Syntology 2026-02 (from id) lchen1019/Align-TI/alignti/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
Benchmarking Direct Preference Optimization for Medical Large Vision-Language Models added by Syntology 2026-01 (from id) dmis-lab/med-vlm-dpo/inference/LLaVA-Med/llava/mm_utils.py f0f8c9c5a77c9b5b ran no licence file found · pointer only
Uni-X: Mitigating Modality Conflict with a Two-End-Separated Architecture for Unified Multimodal Models added by Syntology 2025-09 (from id) CURRENTF/Uni-X/uni_arch/mm_utils.py d6153bc4456b4b0c unverified MIT (permissive)
Understand, Think, and Answer: Advancing Visual Reasoning with Large Multimodal Models 27 May 2025 jefferyzhan/griffon/griffon/mm_utils.py 29489f5332508b33 unverified Apache-2.0 (permissive)
SegEarth-R1: Geospatial Pixel Reasoning via Large Language Model 13 Apr 2025 earth-insights/segearth-r1/segearth_r1/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
On Large Multimodal Models as Open-World Image Classifiers 27 Mar 2025 altndrr/lmms-owc/src/models/_instructblip.py 24156f8626f7fa5d unverified MIT (permissive)
EVEv2: Improved Baselines for Encoder-Free Vision-Language Models 10 Feb 2025 baaivision/EVE/EVEv1/eve/mm_utils.py a87d7637b728e681 unverified MIT (permissive)
MedRAX: Medical Reasoning Agent for Chest X-ray 4 Feb 2025 bowang-lab/medrax/medrax/llava/mm_utils.py f0f8c9c5a77c9b5b ran Apache-2.0 (permissive)
Dispider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction 6 Jan 2025 Mark12Ding/Dispider/dispider/mm_utils.py 18015a195a7c0e68 unverified Apache-2.0 (permissive)
InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language Models 18 Dec 2024 congvvc/instructseg/instructseg/model/mipha/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
WiseAD: Knowledge Augmented End-to-End Autonomous Driving with Vision-Language Model 13 Dec 2024 wyddmw/WiseAD/mobilevlm/utils.py e8f3a2a1be36a4d7 ran · our draft was wrong no licence file found · pointer only
LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos 29 Nov 2024 ttgeng233/LongVALE/longvalellm/mm_utils.py 1df990c375318896 ran MIT (permissive)
HyperSeg: Towards Universal Visual Segmentation with Large Language Model 26 Nov 2024 congvvc/HyperSeg/hyperseg/model/mipha/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
V-DPO: Mitigating Hallucination in Large Vision Language Models via Vision-Guided Direct Preference Optimization 5 Nov 2024 yuxixie/v-dpo/llava_dpo/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality 7 Oct 2024 The-Martyr/CausalMM/llava-1.5/experiments/llava/mm_utils.py 344dff4791fd1381 unverified MIT (permissive)
Attention Prompting on Image for Large Vision-Language Models 25 Sep 2024 yu-rp/apiprompting/API/API_LLaVA/functions.py e8f3a2a1be36a4d7 ran · our draft was wrong MIT (permissive)
CDChat: A Large Multimodal Model for Remote Sensing Change Description 24 Sep 2024 techmn/cdchat/cdchat/mm_utils.py ab382f4b6886dee2 ran no licence file found · pointer only
M$^2$PT: Multimodal Prompt Tuning for Zero-shot Instruction Learning 24 Sep 2024 william-wang618/mmpt-emnlp2024/M2PT/mm_utils.py 1df990c375318896 ran no licence file found · pointer only
Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models 16 Sep 2024 ywh187/fitprune/LLaVA_1.5/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
ChangeChat: An Interactive Model for Remote Sensing Change Analysis via Multimodal Instruction Tuning 13 Sep 2024 hanlinwu/changechat/changechat/mm_utils.py bec15ff45f271129 ran no licence file found · pointer only
Recoverable Compression: A Multimodal Vision Token Recovery Mechanism Guided by Text Information 2 Sep 2024 banjiuyufen/Recoverable-Compression/llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation Learning 29 Aug 2024 lihenglin/bridge_training_code/data_processing/bridgedata_raw_to_numpy.py d2537349eee21015 unverified MIT (permissive)
CoGen: Learning from Feedback with Coupled Comprehension and Generation 28 Aug 2024 lil-lab/cogen/models/joint_inference.py 5f621459c8e0f985 ran · honoured contract no licence file found · pointer only
IAA: Inner-Adaptor Architecture Empowers Frozen Large Language Model with Multimodal Capabilities 23 Aug 2024 360cvgroup/inner-adaptor-architecture/iaa/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs 31 Jul 2024 hasanar1f/llava-hallunication-fix/modPAI/llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal Perception 11 Jul 2024 baaivision/DenseFusion/densefusion/mm_utils.py e8f3a2a1be36a4d7 ran · our draft was wrong no licence file found · pointer only
Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs 28 Jun 2024 MBZUAI-LLM/web2code/web2code/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
Biomedical Visual Instruction Tuning with Clinician Preference Alignment 19 Jun 2024 mao1207/BioMed-VITAL/backbone/mm_utils.py f0f8c9c5a77c9b5b ran no licence file found · pointer only
Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM 18 Jun 2024 pipixin321/holmesvad/videollava/mm_utils.py 344dff4791fd1381 unverified MIT (permissive)
mDPO: Conditional Preference Optimization for Multimodal Large Language Models 17 Jun 2024 luka-group/mDPO/bunny/bunny_utils/util/mm_utils.py e8f3a2a1be36a4d7 ran · our draft was wrong no licence file found · pointer only
DevBench: A multimodal developmental benchmark for language learning 14 Jun 2024 alvinwmtan/dev-bench/model_classes/modeling_tinyllava_phi.py 58a932ffe36876f1 ran no licence file found · pointer only
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding 13 Jun 2024 mbzuai-oryx/videogpt-plus/videogpt_plus/mm_utils.py 1df990c375318896 ran CC-BY-4.0 · pointer only
Multimodal Table Understanding 12 Jun 2024 spursgozmy/table-llava/llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
PosterLLaVa: Constructing a Unified Multi-modal Layout Generator with LLM 5 Jun 2024 posterllava/posterllava/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare 29 May 2024 Q-Future/Compare2Score/q_align/mm_utils.py af0990e5a0f15a4d ran MIT (permissive)
LOVA3: Learning to Visual Question Answering, Asking and Assessment 23 May 2024 showlab/LOVA3/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
Imp: Highly Capable Large Multimodal Models for Mobile Devices 20 May 2024 milvlg/imp/imp_llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
Automated Multi-level Preference for MLLMs 18 May 2024 takomc/amp/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback 22 Apr 2024 Mr-Loevan/HSA-DPO/hsa_dpo/models/llava-v1_5/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
Self-Supervised Visual Preference Alignment 16 Apr 2024 Kevinz-code/SeVa/seva/llava/mm_utils.py 344dff4791fd1381 unverified GPL-3.0 (copyleft) · pointer only
LaSagnA: Language-based Segmentation Assistant for Complex Queries 12 Apr 2024 congvvc/lasagna/model/llava/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
VHM: Versatile and Honest Vision Language Model for Remote Sensing Image Analysis 29 Mar 2024 opendatalab/h2rsvlm/vhm/mm_utils.py e8f3a2a1be36a4d7 ran · our draft was wrong Apache-2.0 (permissive)
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models 27 Mar 2024 dvlab-research/minigemini/mgm/mm_utils.py d6153bc4456b4b0c unverified Apache-2.0 (permissive)
PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model 21 Mar 2024 zamling/PSALM/psalm/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
Towards a clinically accessible radiology foundation model: open-access and lightweight, with automated evaluation 12 Mar 2024 microsoft/llava-rad/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios 7 Mar 2024 rikeilong/bay-cat/ADPO_CAT/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
ImgTrojan: Jailbreaking Vision-Language Models with ONE Image 5 Mar 2024 xijia-tao/imgtrojan/finetune/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
CoCo-Agent: A Comprehensive Cognitive MLLM Agent for Smartphone GUI Automation 19 Feb 2024 xbmxb/coco-agent/llava/mm_utils.py 1df990c375318896 ran no licence file found · pointer only
MobileVLM V2: Faster and Stronger Baseline for Vision Language Model 6 Feb 2024 meituan-automl/mobilevlm/mobilevlm/utils.py e8f3a2a1be36a4d7 ran · our draft was wrong Apache-2.0 (permissive)
SciMMIR: Benchmarking Scientific Multi-modal Information Retrieval 24 Jan 2024 wusiwei0410/scimmir/mm_utils.py af0990e5a0f15a4d ran no licence file found · pointer only
SciMMIR: Benchmarking Scientific Multi-modal Information Retrieval 24 Jan 2024 wusiwei0410/scimmir/LLMs_Embedding.py 7278092ebcd87065 ran no licence file found · pointer only
Prometheus-Vision: Vision-Language Model as a Judge for Fine-Grained Evaluation 12 Jan 2024 kaistai/prometheus-vision/llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs 11 Jan 2024 tsb0601/MMVP/LLaVA/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance 5 Jan 2024 pipilurj/mllm-protector/llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
LLaVA-Phi: Efficient Multi-Modal Assistant with Small Language Model 4 Jan 2024 zhuyiche/llava-phi/llava_phi/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
LISA++: An Improved Baseline for Reasoning Segmentation with Large Language Model 28 Dec 2023 dvlab-research/lisa/model/llava/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
VCoder: Versatile Vision Encoders for Multimodal Large Language Models 21 Dec 2023 shi-labs/vcoder/vcoder_llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
GSVA: Generalized Segmentation via Multimodal Large Language Models 15 Dec 2023 leaplabthu/gsva/model/llava/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
Osprey: Pixel Understanding with Visual Instruction Tuning 15 Dec 2023 circleradon/osprey/osprey/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
Genixer: Empowering Multimodal Large Language Models as a Powerful Data Generator 11 Dec 2023 zhaohengyuan1/genixer/Genixer_LLaVA/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos 7 Dec 2023 aldraus/quilt-llava/llava/mm_utils.py 344dff4791fd1381 unverified MIT (permissive)
LLaVA-Grounding: Grounded Visual Chat with Large Multimodal Models 5 Dec 2023 ux-decoder/llava-grounding/llava/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
VTimeLLM: Empower LLM to Grasp Video Moments 30 Nov 2023 huangb23/vtimellm/vtimellm/mm_utils.py 1df990c375318896 ran no licence file found · pointer only
Safe-CLIP: Removing NSFW Concepts from Vision-and-Language Models 27 Nov 2023 aimagelab/safe-clip/LLaVA_generation/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery 27 Nov 2023 idea-xl/instructmol/llava/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
GeoChat: Grounded Large Vision-Language Model for Remote Sensing 24 Nov 2023 mbzuai-oryx/geochat/geochat/mm_utils.py bec15ff45f271129 ran no licence file found · pointer only
Qilin-Med-VL: Towards Chinese Large Vision-Language Model for General Healthcare 27 Oct 2023 williamliujl/qilin-med-vl/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
HallE-Control: Controlling Object Hallucination in Large Multimodal Models 3 Oct 2023 bronyayang/HallE_Switch/llava/mm_utils.py 344dff4791fd1381 unverified no licence file found · pointer only
Sight Beyond Text: Multi-Modal Training Enhances LLMs in Truthfulness and Ethics 13 Sep 2023 ucsc-vlaa/sight-beyond-text/llava/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
BridgeData V2: A Dataset for Robot Learning at Scale 24 Aug 2023 rail-berkeley/BridgeData-V2/data_processing/bridgedata_raw_to_numpy.py d2537349eee21015 unverified MIT (permissive)
StableLLaVA: Enhanced Visual Instruction Tuning with Synthesized Image-Dialogue Data 20 Aug 2023 icoz69/stablellava/llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
Self-attention Does Not Need $O(n^2)$ Memory 10 Dec 2021 jihaonew/mm-instruct/llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
Self-attention Does Not Need $O(n^2)$ Memory 10 Dec 2021 X-iZhang/Libra/libra/mm_utils.py 012fae59ee4131ba unverified Apache-2.0 (permissive)
arXiv:Xia_GSVA_Generalized_Segmentation_via_Multimodal_Large_Language_Models_CVPR_2024_paper LeapLabTHU/GSVA/model/llava/mm_utils.py 1df990c375318896 ran Apache-2.0 (permissive)
arXiv:2024.findings-naacl.226 nguyennm1024/OSCaR/llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
arXiv:2024.findings-emnlp.775 YuxiXie/V-DPO/llava_dpo/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)
arXiv:2024.findings-emnlp.268 HZQ950419/Math-LLaVA/llava/mm_utils.py 344dff4791fd1381 unverified Apache-2.0 (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

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