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unpad_image

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

unpad_image appears in the code Syntology harvested for 72 papers, as 8 distinct code bodies found in 73 places (a place is one code body under one paper). At least one of them ran in 69 of the papers; 5 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 unpad_image 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 5 of the 8 distinct code bodies named unpad_image; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
4ran · fixture could not drive it
1ran
3unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 27 of the 73 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

72 papers shown of 72, newest first; 73 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 4 papers added by Syntology; 7 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
DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation added by Syntology 2026-06 (from id) SAI-Lab-NYU/DREAM-S/dream_s/model/modeling_llava_next.py 31c6472fe907e4f3 ran fingerprinted no licence file found · pointer only
UHR-BAT: Budget-Aware Token Compression Vision-Language model for Ultra-High-Resolution Remote Sensing added by Syntology 2026-04 (from id) Yunkaidang/UHR/with-SAM/longva/longva/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
HiDrop: Hierarchical Vision Token Reduction in MLLMs via Late Injection, Concave Pyramid Pruning, and Early Exit added by Syntology 2026-02 (from id) EIT-NLP/HiDrop/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
VidLaDA: Bidirectional Diffusion Large Language Models for Efficient Video Understanding added by Syntology 2026-01 (from id) ziHoHe/VidLaDA/train/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Mitigating Object Hallucinations via Sentence-Level Early Intervention 16 Jul 2025 pspdada/SENTINEL/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
LLaVA-SP: Enhancing Visual Representation with Visual Spatial Tokens for MLLMs 1 Jul 2025 CnFaker/LLaVA-SP/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
UniFork: Exploring Modality Alignment for Unified Multimodal Understanding and Generation 20 Jun 2025 tliby/unifork/unifork/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted no licence file found · pointer only
Beyond Attention or Similarity: Maximizing Conditional Diversity for Token Pruning in MLLMs 12 Jun 2025 theia-4869/cdpruner/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
CoreMatching: A Co-adaptive Sparse Inference Framework with Token and Neuron Pruning for Comprehensive Acceleration of Vision-Language Models 25 May 2025 identical code first harvested elsewhere 55c32993da87759b ran · fixture could not drive it fingerprinted licence of this copy not recorded
VideoEval-Pro: Robust and Realistic Long Video Understanding Evaluation 20 May 2025 opengvlab/videochat-flash/llava-train_videochat/llava/model/llava_arch.py 2c7b71210b8a363f unverified MIT (permissive)
Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling 17 Apr 2025 identical code first harvested elsewhere 55c32993da87759b ran · fixture could not drive it fingerprinted licence of this copy not recorded
Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation 3 Apr 2025 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
ILLUME+: Illuminating Unified MLLM with Dual Visual Tokenization and Diffusion Refinement 2 Apr 2025 illume-unified-mllm/ILLUME_plus/ILLUME/illume/model/illume_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Slow-Fast Architecture for Video Multi-Modal Large Language Models 2 Apr 2025 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
arXiv:2504.00502 2025-04 (from id) icip-cas/ShortV/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
OpenDriveVLA: Towards End-to-end Autonomous Driving with Large Vision Language Action Model 30 Mar 2025 DriveVLA/OpenDriveVLA/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
GraspCoT: Integrating Physical Property Reasoning for 6-DoF Grasping under Flexible Language Instructions 20 Mar 2025 cxmomo/GraspCoT/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted MIT (permissive)
LLaVA-MORE: A Comparative Study of LLMs and Visual Backbones for Enhanced Visual Instruction Tuning 19 Mar 2025 identical code first harvested elsewhere 55c32993da87759b ran · fixture could not drive it fingerprinted licence of this copy not recorded
Keyframe-oriented Vision Token Pruning: Enhancing Efficiency of Large Vision Language Models on Long-Form Video Processing 13 Mar 2025 1999Lyd/KVTP/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted MIT (permissive)
QuoTA: Query-oriented Token Assignment via CoT Query Decouple for Long Video Comprehension 11 Mar 2025 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
VLAS: Vision-Language-Action Model With Speech Instructions For Customized Robot Manipulation 2025-02 (from id) identical code first harvested elsewhere 55c32993da87759b ran · fixture could not drive it fingerprinted licence of this copy not recorded
Eagle 2: Building Post-Training Data Strategies from Scratch for Frontier Vision-Language Models 20 Jan 2025 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
LLaVA-UHD v2: an MLLM Integrating High-Resolution Feature Pyramid via Hierarchical Window Transformer 18 Dec 2024 thunlp/llava-uhd/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
DriveMM: All-in-One Large Multimodal Model for Autonomous Driving 10 Dec 2024 zhijian11/DriveMM/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
[CLS] Token Tells Everything Needed for Training-free Efficient MLLMs 8 Dec 2024 thu-mig/vtc-cls/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
p-MoD: Building Mixture-of-Depths MLLMs via Progressive Ratio Decay 5 Dec 2024 mcg-nju/p-mod/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning 4 Dec 2024 lavi-lab/aim/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Agri-LLaVA: Knowledge-Infused Large Multimodal Assistant on Agricultural Pests and Diseases 3 Dec 2024 kki2eve/agri-llava/agri_llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Beyond Text-Visual Attention: Exploiting Visual Cues for Effective Token Pruning in VLMs 2 Dec 2024 theia-4869/fastervlm/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification 1 Dec 2024 Osilly/dynamic_llava/llava/model/dynamic_llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models 22 Nov 2024 kd-tao/dycoke/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models 21 Nov 2024 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
MC-LLaVA: Multi-Concept Personalized Vision-Language Model 18 Nov 2024 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
CCExpert: Advancing MLLM Capability in Remote Sensing Change Captioning with Difference-Aware Integration and a Foundational Dataset 18 Nov 2024 meize0729/ccexpert/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Multi-Stage Vision Token Dropping: Towards Efficient Multimodal Large Language Model 16 Nov 2024 liuting20/mustdrop/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted no licence file found · pointer only
Inference Optimal VLMs Need Fewer Visual Tokens and More Parameters 5 Nov 2024 identical code first harvested elsewhere 55c32993da87759b ran · fixture could not drive it fingerprinted licence of this copy not recorded
Right this way: Can VLMs Guide Us to See More to Answer Questions? 1 Nov 2024 identical code first harvested elsewhere 55c32993da87759b ran · fixture could not drive it fingerprinted licence of this copy not recorded
Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving 29 Oct 2024 hustvl/senna/llava/senna/senna_llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding 22 Oct 2024 Vision-CAIR/LongVU/longvu/cambrian_arch.py 83d2977826140fdc ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction 22 Oct 2024 cooperx521/pyramiddrop/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted MIT (permissive)
RAP: Retrieval-Augmented Personalization for Multimodal Large Language Models 17 Oct 2024 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
Reconstructive Visual Instruction Tuning 12 Oct 2024 haochen-wang409/ross/ross/model/ross_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
EMMA: Efficient Visual Alignment in Multi-Modal LLMs 2 Oct 2024 identical code first harvested elsewhere 55c32993da87759b ran · fixture could not drive it fingerprinted licence of this copy not recorded
Eagle: Exploring The Design Space for Multimodal LLMs with Mixture of Encoders 28 Aug 2024 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
HiRED: Attention-Guided Token Dropping for Efficient Inference of High-Resolution Vision-Language Models 20 Aug 2024 hasanar1f/hired/transformers/src/transformers/models/llava_next/modeling_llava_next.py f5183d69498ae311 ran · fixture could not drive it fingerprinted MIT (permissive)
GalleryGPT: Analyzing Paintings with Large Multimodal Models 1 Aug 2024 steven640pixel/gallerygpt/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models 22 Jul 2024 apple/ml-slowfast-llava/slowfast_llava/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted no licence file found · pointer only
LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models 10 Jul 2024 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
Efficient Large Multi-modal Models via Visual Context Compression 28 Jun 2024 Beckschen/LLaVolta/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs 24 Jun 2024 cambrian-mllm/cambrian/cambrian/model/cambrian_arch.py 83d2977826140fdc ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
EVALALIGN: Supervised Fine-Tuning Multimodal LLMs with Human-Aligned Data for Evaluating Text-to-Image Models 24 Jun 2024 sais-fuxi/evalalign/evalalign/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
VoCo-LLaMA: Towards Vision Compression with Large Language Models 18 Jun 2024 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
ClawMachine: Learning to Fetch Visual Tokens for Referential Comprehension 17 Jun 2024 martian422/ClawMachine/ClawMachine/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Concept-skill Transferability-based Data Selection for Large Vision-Language Models 16 Jun 2024 g-jwlee/coincide_code/COINCIDE_cluster/tinyllava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Beyond LLaVA-HD: Diving into High-Resolution Large Multimodal Models 12 Jun 2024 identical code first harvested elsewhere 7606525af238fb64 ran · fixture could not drive it fingerprinted licence of this copy not recorded
Parrot: Multilingual Visual Instruction Tuning 4 Jun 2024 AIDC-AI/Parrot/parrot/model/parrot_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Matryoshka Query Transformer for Large Vision-Language Models 29 May 2024 gordonhu608/mqt-llava/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
ConvLLaVA: Hierarchical Backbones as Visual Encoder for Large Multimodal Models 24 May 2024 alibaba/conv-llava/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
FreeVA: Offline MLLM as Training-Free Video Assistant 13 May 2024 whwu95/freeva/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference 9 May 2024 lzhxmu/vtw/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted no licence file found · pointer only
MoVA: Adapting Mixture of Vision Experts to Multimodal Context 19 Apr 2024 templex98/mova/mova/model/arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Unsupervised Universal Image Segmentation 28 Dec 2023 dantong88/llarva/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Improved Baselines with Visual Instruction Tuning 5 Oct 2023 identical code first harvested elsewhere 55c32993da87759b ran · fixture could not drive it fingerprinted licence of this copy not recorded
An Empirical Study of Scaling Instruct-Tuned Large Multimodal Models 18 Sep 2023 identical code first harvested elsewhere 55c32993da87759b ran · fixture could not drive it fingerprinted licence of this copy not recorded
Visual Instruction Tuning 17 Apr 2023 haotian-liu/LLaVA/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Visual Instruction Tuning 17 Apr 2023 LLaVA-VL/LLaVA-NeXT/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data 22 Jul 2021 sberbank-ai/real-esrgan/RealESRGAN/utils.py ce655e9f8ddda6d8 unverified BSD-3-Clause (permissive)
arXiv:Zhong_AIM_Adaptive_Inference_of_Multi-Modal_LLMs_via_Token_Merging_and_ICCV_2025_paper LaVi-Lab/AIM/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
arXiv:Zhang_Beyond_Training_Dynamic_Token_Merging_for_Zero-Shot_Video_Understanding_ICCV_2025_paper Jam1ezhang/DYTO/dyto/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
arXiv:Xing_Conical_Visual_Concentration_for_Efficient_Large_Vision-Language_Models_CVPR_2025_paper Cooperx521/PyramidDrop/llava/model/llava_arch.py 55c32993da87759b ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:2025.findings-acl.458 DCDmllm/Align2LLaVA/reward_model/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
arXiv:2025.findings-acl.433 haon-chen/mmE5/src/vlm_backbone/llava_next/modeling_llava_next.py 0f1f7661af2b16ac unverified MIT (permissive)
arXiv:2025.findings-acl.359 G-JWLee/TAMP/llava/model/llava_arch.py 7606525af238fb64 ran · fixture could not drive it fingerprinted 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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